DataFrame
NO COMPARISON TARGET
1456
ROWS
0
DUPLICATES
4.1 MB
RAM
80
FEATURES
54
CATEGORICAL
25
NUMERICAL
1
TEXT
2.0.9
Get updates, docs & report issues here
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
1
MSSubClass
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
15
(1%)
ZEROES:
---
MAX
190
95%
160
Q3
70
AVG
57
MEDIAN
50
Q1
20
5%
20
MIN
20
RANGE
170
IQR
50.0
STD
42.4
VAR
1,794
KURT.
1.57
SKEW
1.41
SUM
82,830
2
MSZoning
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
3
LotFrontage
VALUES:
1,197
(82%)
MISSING:
259
(18%)
DISTINCT:
109
(7%)
ZEROES:
---
MAX
313
95%
107
Q3
80
AVG
70
MEDIAN
69
Q1
59
5%
34
MIN
21
RANGE
292
IQR
21.0
STD
23.1
VAR
532
KURT.
11.8
SKEW
1.54
SUM
83,423
4
LotArea
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
1,069
(73%)
ZEROES:
---
MAX
215k
95%
17k
Q3
12k
AVG
10k
MEDIAN
9k
Q1
8k
5%
3k
MIN
1k
RANGE
214k
IQR
4,049
STD
9,861
VAR
97.2M
KURT.
214
SKEW
12.6
SUM
15.2M
5
Street
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
6
Alley
VALUES:
91
(6%)
MISSING:
1,365
(94%)
DISTINCT:
2
(<1%)
7
LotShape
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
8
LandContour
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
9
Utilities
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
10
LotConfig
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
11
LandSlope
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
12
Neighborhood
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
25
(2%)
13
Condition1
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
9
(<1%)
14
Condition2
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
15
BldgType
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
16
HouseStyle
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
17
OverallQual
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
10
(<1%)
18
OverallCond
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
9
(<1%)
19
YearBuilt
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
112
(8%)
ZEROES:
---
MAX
2,010
95%
2,007
Q3
2,000
MEDIAN
1,972
AVG
1,971
Q1
1,954
5%
1,916
MIN
1,872
RANGE
138
IQR
46.0
STD
30.2
VAR
912
KURT.
-0.442
SKEW
-0.610
SUM
2.9M
20
YearRemodAdd
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
61
(4%)
ZEROES:
---
MAX
2,010.0
95%
2,007.0
Q3
2,004.0
MEDIAN
1,993.5
AVG
1,984.8
Q1
1,966.8
5%
1,950.0
MIN
1,950.0
RANGE
60.0
IQR
37.2
STD
20.7
VAR
427
KURT.
-1.28
SKEW
-0.500
SUM
2.9M
21
RoofStyle
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
22
RoofMatl
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
7
(<1%)
23
Exterior1st
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
15
(1%)
24
Exterior2nd
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
16
(1%)
25
MasVnrType
VALUES:
1,448
(>99%)
MISSING:
8
(<1%)
DISTINCT:
4
(<1%)
26
MasVnrArea
VALUES:
1,448
(>99%)
MISSING:
8
(<1%)
DISTINCT:
324
(22%)
ZEROES:
860
(59%)
MAX
1,600
95%
451
Q3
164
AVG
102
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,600
IQR
164
STD
177
VAR
31,449
KURT.
10.2
SKEW
2.65
SUM
148k
27
ExterQual
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
28
ExterCond
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
29
Foundation
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
30
BsmtQual
VALUES:
1,419
(97%)
MISSING:
37
(3%)
DISTINCT:
4
(<1%)
31
BsmtCond
VALUES:
1,419
(97%)
MISSING:
37
(3%)
DISTINCT:
4
(<1%)
32
BsmtExposure
VALUES:
1,418
(97%)
MISSING:
38
(3%)
DISTINCT:
4
(<1%)
33
BsmtFinType1
VALUES:
1,419
(97%)
MISSING:
37
(3%)
DISTINCT:
6
(<1%)
34
BsmtFinSF1
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
633
(43%)
ZEROES:
467
(32%)
MAX
2,188
95%
1,258
Q3
706
AVG
437
MEDIAN
381
Q1
0
5%
0
MIN
0
RANGE
2,188
IQR
706
STD
430
VAR
185k
KURT.
-0.195
SKEW
0.745
SUM
636k
35
BsmtFinType2
VALUES:
1,418
(97%)
MISSING:
38
(3%)
DISTINCT:
6
(<1%)
36
BsmtFinSF2
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
144
(10%)
ZEROES:
1,289
(89%)
MAX
1,474
95%
397
Q3
0
AVG
47
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,474
IQR
0.00
STD
162
VAR
26,089
KURT.
20.0
SKEW
4.25
SUM
67,962
37
BsmtUnfSF
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
779
(54%)
ZEROES:
118
(8%)
MAX
2,336
95%
1,468
Q3
808
AVG
567
MEDIAN
478
Q1
222
5%
0
MIN
0
RANGE
2,336
IQR
586
STD
442
VAR
196k
KURT.
0.475
SKEW
0.922
SUM
826k
38
TotalBsmtSF
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
717
(49%)
ZEROES:
37
(3%)
MAX
3,206
95%
1,736
Q3
1,294
AVG
1,051
MEDIAN
990
Q1
795
5%
516
MIN
0
RANGE
3,206
IQR
499
STD
412
VAR
170k
KURT.
1.75
SKEW
0.486
SUM
1.5M
39
Heating
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
40
HeatingQC
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
41
CentralAir
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
42
Electrical
VALUES:
1,455
(>99%)
MISSING:
1
(<1%)
DISTINCT:
5
(<1%)
43
1stFlrSF
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
749
(51%)
ZEROES:
---
MAX
3,228
95%
1,814
Q3
1,389
AVG
1,157
MEDIAN
1,086
Q1
882
5%
673
MIN
334
RANGE
2,894
IQR
507
STD
369
VAR
136k
KURT.
1.07
SKEW
0.867
SUM
1.7M
44
2ndFlrSF
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
413
(28%)
ZEROES:
829
(57%)
MAX
1,818
95%
1,136
Q3
728
AVG
344
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,818
IQR
728
STD
432
VAR
186k
KURT.
-0.730
SKEW
0.778
SUM
500k
45
LowQualFinSF
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
24
(2%)
ZEROES:
1,430
(98%)
MAX
572
95%
0
Q3
0
AVG
6
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
572
IQR
0.00
STD
48.7
VAR
2,371
KURT.
83.0
SKEW
9.00
SUM
8,533
46
GrLivArea
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
857
(59%)
ZEROES:
---
MAX
3,627
95%
2,450
Q3
1,775
AVG
1,507
MEDIAN
1,458
Q1
1,128
5%
848
MIN
334
RANGE
3,293
IQR
647
STD
497
VAR
247k
KURT.
0.986
SKEW
0.835
SUM
2.2M
47
BsmtFullBath
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
48
BsmtHalfBath
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
49
FullBath
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
50
HalfBath
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
51
BedroomAbvGr
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
52
KitchenAbvGr
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
53
KitchenQual
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
54
TotRmsAbvGrd
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
12
(<1%)
ZEROES:
---
MAX
14.0
95%
9.2
Q3
7.0
AVG
6.5
MEDIAN
6.0
Q1
5.0
5%
4.0
MIN
2.0
RANGE
12.0
IQR
2.00
STD
1.61
VAR
2.60
KURT.
0.880
SKEW
0.661
SUM
9,473
55
Functional
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
7
(<1%)
56
Fireplaces
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
4
(<1%)
57
FireplaceQu
VALUES:
766
(53%)
MISSING:
690
(47%)
DISTINCT:
5
(<1%)
58
GarageType
VALUES:
1,375
(94%)
MISSING:
81
(6%)
DISTINCT:
6
(<1%)
59
GarageYrBlt
VALUES:
1,375
(94%)
MISSING:
81
(6%)
DISTINCT:
97
(7%)
ZEROES:
---
MAX
2,010
95%
2,007
Q3
2,002
MEDIAN
1,980
AVG
1,978
Q1
1,961
5%
1,930
MIN
1,900
RANGE
110
IQR
41.0
STD
24.7
VAR
610
KURT.
-0.422
SKEW
-0.646
SUM
2.7M
60
GarageFinish
VALUES:
1,375
(94%)
MISSING:
81
(6%)
DISTINCT:
3
(<1%)
61
GarageCars
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
62
GarageArea
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
438
(30%)
ZEROES:
81
(6%)
MAX
1,390
95%
844
Q3
576
MEDIAN
478
AVG
472
Q1
330
5%
0
MIN
0
RANGE
1,390
IQR
246
STD
212
VAR
44,938
KURT.
0.775
SKEW
0.133
SUM
687k
63
GarageQual
VALUES:
1,375
(94%)
MISSING:
81
(6%)
DISTINCT:
5
(<1%)
64
GarageCond
VALUES:
1,375
(94%)
MISSING:
81
(6%)
DISTINCT:
5
(<1%)
65
PavedDrive
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
66
WoodDeckSF
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
274
(19%)
ZEROES:
761
(52%)
MAX
857
95%
334
Q3
168
AVG
94
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
857
IQR
168
STD
125
VAR
15,673
KURT.
3.04
SKEW
1.55
SUM
137k
67
OpenPorchSF
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
200
(14%)
ZEROES:
656
(45%)
MAX
547
95%
172
Q3
68
AVG
46
MEDIAN
24
Q1
0
5%
0
MIN
0
RANGE
547
IQR
68.0
STD
65.4
VAR
4,271
KURT.
8.47
SKEW
2.34
SUM
67,298
68
EnclosedPorch
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
120
(8%)
ZEROES:
1,248
(86%)
MAX
552
95%
181
Q3
0
AVG
22
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
552
IQR
0.00
STD
61.2
VAR
3,744
KURT.
10.4
SKEW
3.08
SUM
32,053
69
3SsnPorch
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
20
(1%)
ZEROES:
1,432
(98%)
MAX
508
95%
0
Q3
0
AVG
3
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
508
IQR
0.00
STD
29.4
VAR
862
KURT.
123
SKEW
10.3
SUM
4,978
70
ScreenPorch
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
76
(5%)
ZEROES:
1,340
(92%)
MAX
480
95%
160
Q3
0
AVG
15
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
480
IQR
0.00
STD
55.8
VAR
3,117
KURT.
18.4
SKEW
4.12
SUM
21,989
71
PoolArea
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
72
PoolQC
VALUES:
5
(<1%)
MISSING:
1,451
(>99%)
DISTINCT:
3
(<1%)
2
40%
-
-
Gd
2
40%
-
-
Fa
1
20%
-
-
Ex
73
Fence
VALUES:
280
(19%)
MISSING:
1,176
(81%)
DISTINCT:
4
(<1%)
74
MiscFeature
VALUES:
54
(4%)
MISSING:
1,402
(96%)
DISTINCT:
4
(<1%)
75
MiscVal
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
21
(1%)
ZEROES:
1,404
(96%)
MAX
15,500
95%
0
Q3
0
AVG
44
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
15,500
IQR
0.00
STD
497
VAR
247k
KURT.
699
SKEW
24.4
SUM
63,494
76
MoSold
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
12
(<1%)
ZEROES:
---
MAX
12.0
95%
11.0
Q3
8.0
AVG
6.3
MEDIAN
6.0
Q1
5.0
5%
2.0
MIN
1.0
RANGE
11.0
IQR
3.00
STD
2.70
VAR
7.28
KURT.
-0.401
SKEW
0.218
SUM
9,211
77
YrSold
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
78
SaleType
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
9
(<1%)
79
SaleCondition
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
80
SalePrice
VALUES:
1,456
(100%)
MISSING:
---
DISTINCT:
660
(45%)
ZEROES:
---
MAX
625k
95%
325k
Q3
214k
AVG
180k
MEDIAN
163k
Q1
130k
5%
88k
MIN
35k
RANGE
590k
IQR
84,100
STD
76,697
VAR
5.9B
KURT.
3.89
SKEW
1.57
SUM
262.3M
Associations
[Only including dataset "DataFrame"] Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (approximating how much the elements on the left PROVIDE INFORMATION on elements in the row). Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"] Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (approximating how much the elements on the left PROVIDE INFORMATION on elements in the row). Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
MSSubClass
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
LotFrontage
-0.41
2ndFlrSF
0.31
1stFlrSF
-0.27
TotalBsmtSF
-0.26
LotArea
-0.14
BsmtUnfSF
-0.14
GarageArea
-0.10
SalePrice
-0.09
GarageYrBlt
0.08
GrLivArea
0.08
BsmtFinSF1
-0.08
BsmtFinSF2
-0.07
LowQualFinSF
0.05
3SsnPorch
-0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BldgType
0.86
Neighborhood
0.52
HouseStyle
0.51
MSZoning
0.35
KitchenAbvGr
0.29
BedroomAbvGr
0.27
Exterior2nd
0.24
Exterior1st
0.22
Alley
0.19
GarageCars
0.18
HalfBath
0.18
BsmtQual
0.17
GarageType
0.17
OverallQual
0.16
MOST FREQUENT VALUES
20
536
36.8%
60
295
20.3%
50
144
9.9%
120
87
6.0%
30
69
4.7%
160
63
4.3%
70
60
4.1%
80
58
4.0%
90
52
3.6%
190
30
2.1%
85
20
1.4%
75
16
1.1%
45
12
0.8%
180
10
0.7%
40
4
0.3%
SMALLEST VALUES
20
536
36.8%
30
69
4.7%
40
4
0.3%
45
12
0.8%
50
144
9.9%
60
295
20.3%
70
60
4.1%
75
16
1.1%
80
58
4.0%
85
20
1.4%
90
52
3.6%
120
87
6.0%
160
63
4.3%
180
10
0.7%
190
30
2.1%
LARGEST VALUES
190
30
2.1%
180
10
0.7%
160
63
4.3%
120
87
6.0%
90
52
3.6%
85
20
1.4%
80
58
4.0%
75
16
1.1%
70
60
4.1%
60
295
20.3%
50
144
9.9%
45
12
0.8%
40
4
0.3%
30
69
4.7%
20
536
36.8%
MSZoning
MISSING:
---
TOP CATEGORIES
RL
1,147
79%
RM
218
15%
FV
65
4%
RH
16
1%
C (all)
10
<1%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
MSZoning
PROVIDES INFORMATION ON...
Alley
0.27
Street
0.17
Neighborhood
0.16
CentralAir
0.12
Condition2
0.12
PavedDrive
0.11
BldgType
0.09
Foundation
0.09
ExterQual
0.08
GarageType
0.08
Heating
0.07
GarageQual
0.07
FullBath
0.06
BsmtQual
0.06

THESE FEATURES
GIVE INFORMATION
ON MSZoning:
Neighborhood
0.67
Exterior2nd
0.14
Foundation
0.13
Exterior1st
0.13
GarageType
0.12
Alley
0.11
OverallQual
0.10
BsmtQual
0.10
GarageFinish
0.09
HouseStyle
0.09
ExterQual
0.09
BldgType
0.09
OverallCond
0.08
FullBath
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MSZoning
CORRELATION RATIO WITH...
YearBuilt
0.47
MSSubClass
0.35
SalePrice
0.34
1stFlrSF
0.32
YearRemodAdd
0.28
TotalBsmtSF
0.28
GarageArea
0.27
EnclosedPorch
0.23
BsmtFinSF1
0.22
LotArea
0.21
OpenPorchSF
0.20
GarageYrBlt
0.17
WoodDeckSF
0.17
GrLivArea
0.17
LotFrontage
MISSING:
259
(18%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
MSSubClass
-0.41
1stFlrSF
0.40
LotArea
0.39
SalePrice
0.36
GrLivArea
0.34
TotRmsAbvGrd
0.33
GarageArea
0.32
TotalBsmtSF
0.31
MasVnrArea
0.16
BsmtUnfSF
0.14
BsmtFinSF1
0.13
OpenPorchSF
0.12
YearBuilt
0.11
YearRemodAdd
0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.30
BldgType
0.28
GarageCars
0.24
LotConfig
0.24
OverallQual
0.22
BsmtQual
0.18
LotShape
0.18
SaleType
0.18
SaleCondition
0.17
Exterior2nd
0.17
BedroomAbvGr
0.17
Exterior1st
0.16
KitchenQual
0.16
FireplaceQu
0.15
MOST FREQUENT VALUES
60.0
143
11.9%
70.0
70
5.8%
80.0
69
5.8%
50.0
57
4.8%
75.0
53
4.4%
65.0
44
3.7%
85.0
40
3.3%
78.0
25
2.1%
21.0
23
1.9%
90.0
23
1.9%
64.0
19
1.6%
24.0
19
1.6%
68.0
19
1.6%
73.0
18
1.5%
79.0
17
1.4%
SMALLEST VALUES
21.0
23
1.9%
24.0
19
1.6%
30.0
6
0.5%
32.0
5
0.4%
33.0
1
<0.1%
34.0
10
0.8%
35.0
9
0.8%
36.0
6
0.5%
37.0
5
0.4%
38.0
1
<0.1%
39.0
1
<0.1%
40.0
12
1.0%
41.0
6
0.5%
42.0
4
0.3%
43.0
12
1.0%
LARGEST VALUES
313.0
1
<0.1%
182.0
1
<0.1%
174.0
2
0.2%
168.0
1
<0.1%
153.0
1
<0.1%
152.0
1
<0.1%
150.0
1
<0.1%
149.0
1
<0.1%
144.0
1
<0.1%
141.0
1
<0.1%
140.0
1
<0.1%
138.0
1
<0.1%
137.0
1
<0.1%
134.0
2
0.2%
130.0
2
0.2%
LotArea
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
LotFrontage
0.39
SalePrice
0.27
1stFlrSF
0.27
GrLivArea
0.23
TotalBsmtSF
0.22
TotRmsAbvGrd
0.17
BsmtFinSF1
0.17
WoodDeckSF
0.17
GarageArea
0.16
MSSubClass
-0.14
BsmtFinSF2
0.11
MasVnrArea
0.08
OpenPorchSF
0.06
ScreenPorch
0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LandSlope
0.56
Neighborhood
0.43
LandContour
0.38
LotShape
0.35
BsmtFullBath
0.31
Fireplaces
0.30
BsmtExposure
0.27
BldgType
0.24
MSZoning
0.21
Street
0.20
Exterior2nd
0.20
LotConfig
0.19
FireplaceQu
0.18
RoofMatl
0.18
MOST FREQUENT VALUES
7200
25
1.7%
9600
24
1.6%
6000
17
1.2%
9000
14
1.0%
8400
14
1.0%
10800
14
1.0%
1680
10
0.7%
7500
9
0.6%
9100
8
0.5%
8125
8
0.5%
6120
8
0.5%
6240
8
0.5%
3182
7
0.5%
7800
6
0.4%
8450
6
0.4%
SMALLEST VALUES
1300
1
<0.1%
1477
1
<0.1%
1491
1
<0.1%
1526
1
<0.1%
1533
2
0.1%
1596
1
<0.1%
1680
10
0.7%
1869
1
<0.1%
1890
2
0.1%
1920
1
<0.1%
1936
1
<0.1%
1950
1
<0.1%
1953
1
<0.1%
1974
1
<0.1%
2001
1
<0.1%
LARGEST VALUES
215245
1
<0.1%
164660
1
<0.1%
159000
1
<0.1%
115149
1
<0.1%
70761
1
<0.1%
57200
1
<0.1%
53504
1
<0.1%
53227
1
<0.1%
53107
1
<0.1%
50271
1
<0.1%
46589
1
<0.1%
45600
1
<0.1%
39104
1
<0.1%
36500
1
<0.1%
35760
1
<0.1%
Street
MISSING:
---
TOP CATEGORIES
Pave
1,450
>99%
Grvl
6
<1%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Street
PROVIDES INFORMATION ON...
MiscFeature
0.02
LandSlope
0.02
ExterQual
0.01
LandContour
0.01
MSZoning
0.01
GarageType
0.01
CentralAir
0.01
BldgType
0.01
Condition1
0.00
BsmtFinType2
0.00
SaleType
0.00
Neighborhood
0.00
BsmtExposure
0.00
Foundation
0.00

THESE FEATURES
GIVE INFORMATION
ON Street:
Neighborhood
0.39
ExterQual
0.30
GarageType
0.23
LandSlope
0.21
MSZoning
0.17
MiscFeature
0.16
LandContour
0.15
OverallQual
0.15
BsmtExposure
0.14
BldgType
0.13
Foundation
0.13
KitchenQual
0.11
Fireplaces
0.11
Exterior1st
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Street
CORRELATION RATIO WITH...
LotArea
0.20
YearRemodAdd
0.07
GarageArea
0.05
2ndFlrSF
0.05
TotRmsAbvGrd
0.05
GrLivArea
0.05
SalePrice
0.04
BsmtFinSF2
0.04
BsmtUnfSF
0.04
ScreenPorch
0.03
GarageYrBlt
0.03
LotFrontage
0.03
MSSubClass
0.02
EnclosedPorch
0.02
Alley
MISSING:
1,365
(94%)
TOP CATEGORIES
Grvl
50
55%
Pave
41
45%
ALL
91
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Alley
PROVIDES INFORMATION ON...
MSZoning
0.11
Heating
0.06
PavedDrive
0.06
CentralAir
0.05
Neighborhood
0.04
GarageType
0.04
Foundation
0.03
GarageCond
0.03
BldgType
0.03
Electrical
0.02
GarageQual
0.02
Exterior1st
0.02
GarageFinish
0.02
Exterior2nd
0.02

THESE FEATURES
GIVE INFORMATION
ON Alley:
Neighborhood
0.43
MSZoning
0.27
Exterior2nd
0.16
Exterior1st
0.16
GarageType
0.15
Foundation
0.13
GarageFinish
0.10
HouseStyle
0.08
BsmtQual
0.07
BldgType
0.07
PavedDrive
0.07
BsmtFinType1
0.07
OverallCond
0.06
OverallQual
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Alley
CORRELATION RATIO WITH...
YearBuilt
0.32
MSSubClass
0.19
EnclosedPorch
0.19
BsmtFinSF1
0.15
TotalBsmtSF
0.15
SalePrice
0.15
1stFlrSF
0.14
YearRemodAdd
0.13
WoodDeckSF
0.12
2ndFlrSF
0.11
GarageArea
0.10
MasVnrArea
0.09
LotArea
0.08
GarageYrBlt
0.08
LotShape
MISSING:
---
TOP CATEGORIES
Reg
925
64%
IR1
481
33%
IR2
41
3%
IR3
9
<1%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LotShape
PROVIDES INFORMATION ON...
Utilities
0.13
LotConfig
0.09
Condition2
0.09
PoolArea
0.09
RoofMatl
0.07
MSZoning
0.07
Heating
0.05
LandContour
0.05
LandSlope
0.04
Neighborhood
0.04
Alley
0.04
Street
0.03
Electrical
0.03
KitchenAbvGr
0.03

THESE FEATURES
GIVE INFORMATION
ON LotShape:
Neighborhood
0.15
LotConfig
0.10
MSZoning
0.06
GarageType
0.04
BsmtQual
0.04
GarageFinish
0.04
Exterior2nd
0.04
OverallQual
0.04
GarageCars
0.04
FireplaceQu
0.03
Exterior1st
0.03
Foundation
0.03
Fireplaces
0.03
ExterQual
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LotShape
CORRELATION RATIO WITH...
LotArea
0.35
SalePrice
0.28
YearBuilt
0.23
GrLivArea
0.19
TotalBsmtSF
0.18
LotFrontage
0.18
YearRemodAdd
0.17
1stFlrSF
0.17
WoodDeckSF
0.17
GarageArea
0.17
BsmtFinSF1
0.14
TotRmsAbvGrd
0.13
MSSubClass
0.12
MasVnrArea
0.11
LandContour
MISSING:
---
TOP CATEGORIES
Lvl
1,309
90%
Bnk
61
4%
HLS
50
3%
Low
36
2%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LandContour
PROVIDES INFORMATION ON...
LandSlope
0.38
Street
0.15
RoofMatl
0.13
Condition2
0.05
Neighborhood
0.04
BsmtExposure
0.04
PavedDrive
0.03
ExterQual
0.03
CentralAir
0.03
MSZoning
0.03
LotShape
0.03
SaleCondition
0.02
SaleType
0.02
Alley
0.02

THESE FEATURES
GIVE INFORMATION
ON LandContour:
Neighborhood
0.28
LandSlope
0.20
BsmtExposure
0.10
Exterior2nd
0.08
Exterior1st
0.08
GarageType
0.05
ExterQual
0.05
OverallQual
0.05
GarageFinish
0.05
HouseStyle
0.05
BsmtFinType1
0.05
LotShape
0.05
Foundation
0.04
MSZoning
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LandContour
CORRELATION RATIO WITH...
LotArea
0.38
YearBuilt
0.23
SalePrice
0.17
BsmtFinSF1
0.16
YearRemodAdd
0.15
GarageArea
0.15
TotalBsmtSF
0.14
LowQualFinSF
0.14
WoodDeckSF
0.12
LotFrontage
0.12
BsmtUnfSF
0.10
GarageYrBlt
0.10
EnclosedPorch
0.10
MasVnrArea
0.09
Utilities
MISSING:
---
TOP CATEGORIES
AllPub
1,455
>99%
NoSeWa
1
<1%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Utilities
PROVIDES INFORMATION ON...
BsmtHalfBath
0.01
Electrical
0.01
SaleType
0.00
BsmtFinType2
0.00
SaleCondition
0.00
GarageType
0.00
LotConfig
0.00
HouseStyle
0.00
HeatingQC
0.00
LotShape
0.00
OverallCond
0.00
Neighborhood
0.00
MasVnrType
0.00
FireplaceQu
0.00

THESE FEATURES
GIVE INFORMATION
ON Utilities:
GarageType
0.53
Neighborhood
0.44
SaleType
0.43
BsmtFinType2
0.40
HouseStyle
0.38
BsmtHalfBath
0.35
LotConfig
0.33
Electrical
0.33
SaleCondition
0.32
Exterior2nd
0.24
Exterior1st
0.23
HeatingQC
0.22
OverallCond
0.21
YrSold
0.18

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Utilities
CORRELATION RATIO WITH...
ScreenPorch
0.10
MasVnrArea
0.07
MoSold
0.05
BsmtFinSF2
0.05
LotFrontage
0.04
YearRemodAdd
0.03
OpenPorchSF
0.03
MSSubClass
0.02
2ndFlrSF
0.02
BsmtFinSF1
0.02
WoodDeckSF
0.02
TotalBsmtSF
0.01
SalePrice
0.01
1stFlrSF
0.01
LotConfig
MISSING:
---
TOP CATEGORIES
Inside
1,051
72%
Corner
260
18%
CulDSac
94
6%
FR2
47
3%
FR3
4
<1%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LotConfig
PROVIDES INFORMATION ON...
Utilities
0.33
PoolArea
0.13
Condition2
0.11
LotShape
0.10
RoofMatl
0.10
Condition1
0.05
Heating
0.03
BldgType
0.03
MSZoning
0.03
LandSlope
0.03
GarageCond
0.03
Alley
0.03
Neighborhood
0.02
Street
0.02

THESE FEATURES
GIVE INFORMATION
ON LotConfig:
LotShape
0.09
Neighborhood
0.08
Exterior2nd
0.04
Condition1
0.04
Exterior1st
0.03
MSZoning
0.02
BldgType
0.02
GarageType
0.02
BsmtFinType1
0.02
BsmtQual
0.02
Foundation
0.02
OverallQual
0.02
OverallCond
0.01
FireplaceQu
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LotConfig
CORRELATION RATIO WITH...
LotFrontage
0.24
LotArea
0.19
YearBuilt
0.15
SalePrice
0.15
EnclosedPorch
0.14
YearRemodAdd
0.12
BsmtFinSF1
0.11
1stFlrSF
0.10
GrLivArea
0.10
MSSubClass
0.09
GarageArea
0.09
WoodDeckSF
0.09
TotalBsmtSF
0.09
MiscVal
0.07
LandSlope
MISSING:
---
TOP CATEGORIES
Gtl
1,378
95%
Mod
65
4%
Sev
13
<1%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LandSlope
PROVIDES INFORMATION ON...
Street
0.21
LandContour
0.20
RoofMatl
0.14
BsmtExposure
0.03
Condition2
0.02
RoofStyle
0.02
Neighborhood
0.02
Functional
0.02
BsmtFullBath
0.01
Heating
0.01
Fireplaces
0.01
LotShape
0.01
Exterior1st
0.01
Exterior2nd
0.01

THESE FEATURES
GIVE INFORMATION
ON LandSlope:
LandContour
0.38
Neighborhood
0.23
BsmtExposure
0.14
Exterior1st
0.10
Exterior2nd
0.09
RoofMatl
0.06
RoofStyle
0.06
Fireplaces
0.06
OverallQual
0.05
BsmtFullBath
0.05
LotShape
0.04
GarageType
0.04
BedroomAbvGr
0.03
MSZoning
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LandSlope
CORRELATION RATIO WITH...
LotArea
0.56
BsmtFinSF1
0.13
BsmtUnfSF
0.12
BsmtFinSF2
0.11
WoodDeckSF
0.10
1stFlrSF
0.08
YearBuilt
0.07
LotFrontage
0.07
ScreenPorch
0.06
YearRemodAdd
0.06
SalePrice
0.06
GrLivArea
0.05
TotalBsmtSF
0.05
TotRmsAbvGrd
0.04
Neighborhood
MISSING:
---
TOP CATEGORIES
NAmes
225
15%
CollgCr
150
10%
OldTown
113
8%
Edwards
98
7%
Somerst
86
6%
Gilbert
79
5%
NridgHt
77
5%
Sawyer
74
5%
NWAmes
73
5%
SawyerW
59
4%
BrkSide
58
4%
Crawfor
51
4%
Mitchel
49
3%
NoRidge
39
3%
Timber
38
3%
IDOTRR
37
3%
ClearCr
28
2%
(Other)
122
8%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Neighborhood
PROVIDES INFORMATION ON...
MSZoning
0.67
Foundation
0.45
Utilities
0.44
ExterQual
0.44
Alley
0.43
BsmtQual
0.42
Street
0.39
BldgType
0.36
PoolArea
0.34
Condition2
0.34
FullBath
0.32
KitchenQual
0.30
PavedDrive
0.30
RoofMatl
0.29

THESE FEATURES
GIVE INFORMATION
ON Neighborhood:
Exterior2nd
0.19
Exterior1st
0.19
Foundation
0.16
OverallQual
0.16
MSZoning
0.16
BsmtQual
0.16
ExterQual
0.12
GarageCars
0.11
GarageType
0.11
BsmtFinType1
0.11
GarageFinish
0.10
KitchenQual
0.10
HouseStyle
0.10
OverallCond
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
CORRELATION RATIO WITH...
YearBuilt
0.89
SalePrice
0.74
YearRemodAdd
0.63
GarageArea
0.58
TotalBsmtSF
0.55
GrLivArea
0.54
1stFlrSF
0.53
MasVnrArea
0.53
MSSubClass
0.52
2ndFlrSF
0.45
LotArea
0.43
BsmtFinSF1
0.42
TotRmsAbvGrd
0.40
EnclosedPorch
0.39
Condition1
MISSING:
---
TOP CATEGORIES
Norm
1,258
86%
Feedr
80
5%
Artery
48
3%
RRAn
26
2%
PosN
18
1%
RRAe
11
<1%
PosA
8
<1%
RRNn
5
<1%
RRNe
2
<1%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Condition1
PROVIDES INFORMATION ON...
Condition2
0.45
PoolArea
0.19
RoofMatl
0.11
Street
0.10
KitchenAbvGr
0.06
Neighborhood
0.05
Alley
0.05
BsmtQual
0.04
Heating
0.04
BldgType
0.04
PavedDrive
0.04
LotConfig
0.04
ExterQual
0.03
GarageCond
0.03

THESE FEATURES
GIVE INFORMATION
ON Condition1:
Neighborhood
0.24
Exterior2nd
0.08
Exterior1st
0.08
BsmtQual
0.08
OverallQual
0.07
HouseStyle
0.06
GarageFinish
0.05
Condition2
0.05
GarageType
0.05
Foundation
0.05
LotConfig
0.05
OverallCond
0.05
ExterQual
0.05
BldgType
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Condition1
CORRELATION RATIO WITH...
YearBuilt
0.28
YearRemodAdd
0.21
3SsnPorch
0.19
SalePrice
0.19
1stFlrSF
0.17
TotalBsmtSF
0.14
EnclosedPorch
0.14
GrLivArea
0.13
WoodDeckSF
0.13
GarageYrBlt
0.12
LotFrontage
0.12
TotRmsAbvGrd
0.12
2ndFlrSF
0.11
OpenPorchSF
0.11
Condition2
MISSING:
---
TOP CATEGORIES
Norm
1,442
>99%
Feedr
6
<1%
RRNn
2
<1%
Artery
2
<1%
RRAn
1
<1%
PosN
1
<1%
PosA
1
<1%
RRAe
1
<1%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Condition2
PROVIDES INFORMATION ON...
Condition1
0.05
KitchenAbvGr
0.05
MiscFeature
0.03
GarageQual
0.02
BldgType
0.02
ExterCond
0.02
MSZoning
0.01
ExterQual
0.01
OverallCond
0.01
HalfBath
0.01
RoofStyle
0.01
PavedDrive
0.01
CentralAir
0.01
GarageType
0.01

THESE FEATURES
GIVE INFORMATION
ON Condition2:
Condition1
0.45
Neighborhood
0.34
OverallCond
0.22
OverallQual
0.22
Exterior1st
0.20
Exterior2nd
0.19
BsmtFinType1
0.17
HouseStyle
0.17
GarageType
0.16
BldgType
0.16
GarageQual
0.14
BsmtQual
0.14
Foundation
0.14
ExterQual
0.14

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Condition2
CORRELATION RATIO WITH...
MiscVal
0.44
OpenPorchSF
0.19
YearBuilt
0.16
LowQualFinSF
0.14
MSSubClass
0.13
MasVnrArea
0.12
TotRmsAbvGrd
0.12
SalePrice
0.11
GrLivArea
0.11
GarageArea
0.11
BsmtFinSF1
0.11
1stFlrSF
0.10
TotalBsmtSF
0.10
2ndFlrSF
0.09
BldgType
MISSING:
---
TOP CATEGORIES
1Fam
1,216
84%
TwnhsE
114
8%
Duplex
52
4%
Twnhs
43
3%
2fmCon
31
2%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BldgType
PROVIDES INFORMATION ON...
KitchenAbvGr
0.68
Condition2
0.16
Street
0.13
CentralAir
0.11
BedroomAbvGr
0.10
Heating
0.09
MSZoning
0.09
Neighborhood
0.08
Alley
0.07
BsmtQual
0.06
Foundation
0.06
BsmtCond
0.06
ExterQual
0.06
GarageQual
0.06

THESE FEATURES
GIVE INFORMATION
ON BldgType:
Neighborhood
0.36
KitchenAbvGr
0.21
BedroomAbvGr
0.19
Exterior2nd
0.11
BsmtQual
0.10
Exterior1st
0.10
Foundation
0.10
MSZoning
0.09
GarageFinish
0.08
OverallQual
0.08
HouseStyle
0.08
GarageType
0.08
ExterQual
0.07
BsmtFinType1
0.07

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BldgType
CORRELATION RATIO WITH...
MSSubClass
0.86
YearBuilt
0.32
TotRmsAbvGrd
0.29
LotFrontage
0.28
LotArea
0.24
GarageYrBlt
0.23
YearRemodAdd
0.23
1stFlrSF
0.21
SalePrice
0.19
TotalBsmtSF
0.16
2ndFlrSF
0.15
GrLivArea
0.14
EnclosedPorch
0.14
GarageArea
0.14
HouseStyle
MISSING:
---
TOP CATEGORIES
1Story
726
50%
2Story
441
30%
1.5Fin
154
11%
SLvl
65
4%
SFoyer
37
3%
1.5Unf
14
<1%
2.5Unf
11
<1%
2.5Fin
8
<1%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
HouseStyle
PROVIDES INFORMATION ON...
Utilities
0.38
HalfBath
0.33
PoolArea
0.23
Condition2
0.17
Heating
0.15
BedroomAbvGr
0.12
GarageType
0.11
FullBath
0.11
RoofMatl
0.10
Neighborhood
0.10
Foundation
0.10
MSZoning
0.09
Street
0.09
BsmtExposure
0.08

THESE FEATURES
GIVE INFORMATION
ON HouseStyle:
Neighborhood
0.23
HalfBath
0.18
BedroomAbvGr
0.11
GarageType
0.10
Exterior2nd
0.09
Exterior1st
0.09
Foundation
0.08
OverallQual
0.08
FullBath
0.07
BsmtQual
0.07
BsmtFinType1
0.07
BsmtExposure
0.07
GarageFinish
0.06
MSZoning
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HouseStyle
CORRELATION RATIO WITH...
2ndFlrSF
0.92
LowQualFinSF
0.61
GrLivArea
0.57
TotRmsAbvGrd
0.53
MSSubClass
0.51
YearBuilt
0.48
1stFlrSF
0.43
TotalBsmtSF
0.38
YearRemodAdd
0.32
SalePrice
0.29
BsmtFinSF1
0.28
GarageArea
0.25
OpenPorchSF
0.24
BsmtUnfSF
0.24
OverallQual
MISSING:
---
TOP CATEGORIES
5
397
27%
6
374
26%
7
319
22%
8
168
12%
4
116
8%
9
43
3%
3
20
1%
10
14
<1%
2
3
<1%
1
2
<1%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
OverallQual
PROVIDES INFORMATION ON...
ExterQual
0.46
KitchenQual
0.33
BsmtQual
0.30
FullBath
0.26
GarageCars
0.26
Condition2
0.22
Foundation
0.22
PoolArea
0.19
CentralAir
0.18
GarageFinish
0.17
Utilities
0.16
Neighborhood
0.16
Heating
0.16
GarageCond
0.15

THESE FEATURES
GIVE INFORMATION
ON OverallQual:
Neighborhood
0.27
ExterQual
0.22
BsmtQual
0.19
KitchenQual
0.19
GarageCars
0.17
Foundation
0.13
FullBath
0.12
GarageFinish
0.12
BsmtFinType1
0.11
Exterior1st
0.10
Exterior2nd
0.10
FireplaceQu
0.10
GarageType
0.09
OverallCond
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallQual
CORRELATION RATIO WITH...
SalePrice
0.84
YearBuilt
0.59
GrLivArea
0.59
GarageArea
0.57
YearRemodAdd
0.57
TotalBsmtSF
0.56
1stFlrSF
0.51
MasVnrArea
0.44
TotRmsAbvGrd
0.43
GarageYrBlt
0.35
2ndFlrSF
0.33
BsmtUnfSF
0.33
OpenPorchSF
0.31
BsmtFinSF1
0.28
OverallCond
MISSING:
---
TOP CATEGORIES
5
818
56%
6
251
17%
7
205
14%
8
72
5%
4
57
4%
3
25
2%
9
22
2%
2
5
<1%
1
1
<1%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
OverallCond
PROVIDES INFORMATION ON...
PoolArea
0.22
Condition2
0.22
Utilities
0.21
ExterCond
0.20
Foundation
0.17
ExterQual
0.16
BsmtQual
0.15
Heating
0.14
CentralAir
0.13
FullBath
0.12
SaleType
0.11
Electrical
0.11
Street
0.10
RoofMatl
0.10

THESE FEATURES
GIVE INFORMATION
ON OverallCond:
Neighborhood
0.20
Foundation
0.13
BsmtQual
0.13
OverallQual
0.12
Exterior1st
0.11
Exterior2nd
0.11
ExterQual
0.10
GarageCars
0.08
FullBath
0.07
BsmtFinType1
0.07
ExterCond
0.07
KitchenQual
0.06
GarageFinish
0.06
GarageType
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallCond
CORRELATION RATIO WITH...
YearBuilt
0.63
YearRemodAdd
0.43
SalePrice
0.37
GarageArea
0.32
TotalBsmtSF
0.27
MasVnrArea
0.22
GarageYrBlt
0.22
GrLivArea
0.22
EnclosedPorch
0.20
1stFlrSF
0.20
BsmtUnfSF
0.20
OpenPorchSF
0.17
TotRmsAbvGrd
0.16
LowQualFinSF
0.14
YearBuilt
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GarageYrBlt
0.83
YearRemodAdd
0.59
SalePrice
0.54
GarageArea
0.48
TotalBsmtSF
0.40
EnclosedPorch
-0.39
MasVnrArea
0.31
1stFlrSF
0.28
BsmtFinSF1
0.25
WoodDeckSF
0.22
GrLivArea
0.19
OpenPorchSF
0.18
LowQualFinSF
-0.18
BsmtUnfSF
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.89
Foundation
0.76
BsmtQual
0.75
Exterior1st
0.67
Exterior2nd
0.66
GarageFinish
0.63
OverallCond
0.63
ExterQual
0.62
GarageType
0.60
OverallQual
0.59
GarageCars
0.57
KitchenQual
0.55
BsmtFinType1
0.51
FullBath
0.51
MOST FREQUENT VALUES
2006
67
4.6%
2005
64
4.4%
2004
54
3.7%
2007
48
3.3%
2003
45
3.1%
1976
33
2.3%
1977
32
2.2%
1920
30
2.1%
1959
26
1.8%
1999
25
1.7%
1998
25
1.7%
1958
24
1.6%
1965
24
1.6%
1970
24
1.6%
1954
24
1.6%
SMALLEST VALUES
1872
1
<0.1%
1875
1
<0.1%
1880
4
0.3%
1882
1
<0.1%
1885
2
0.1%
1890
2
0.1%
1892
2
0.1%
1893
1
<0.1%
1898
1
<0.1%
1900
10
0.7%
1904
1
<0.1%
1905
1
<0.1%
1906
1
<0.1%
1908
2
0.1%
1910
17
1.2%
LARGEST VALUES
2010
1
<0.1%
2009
18
1.2%
2008
22
1.5%
2007
48
3.3%
2006
67
4.6%
2005
64
4.4%
2004
54
3.7%
2003
45
3.1%
2002
23
1.6%
2001
20
1.4%
2000
24
1.6%
1999
25
1.7%
1998
25
1.7%
1997
14
1.0%
1996
14
1.0%
YearRemodAdd
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GarageYrBlt
0.64
YearBuilt
0.59
SalePrice
0.52
GarageArea
0.37
TotalBsmtSF
0.29
GrLivArea
0.29
1stFlrSF
0.24
OpenPorchSF
0.22
WoodDeckSF
0.20
EnclosedPorch
-0.19
TotRmsAbvGrd
0.19
BsmtUnfSF
0.18
MasVnrArea
0.18
2ndFlrSF
0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
KitchenQual
0.65
Neighborhood
0.63
ExterQual
0.60
BsmtQual
0.59
Foundation
0.58
OverallQual
0.57
HeatingQC
0.55
Exterior2nd
0.55
Exterior1st
0.54
BsmtFinType1
0.49
GarageFinish
0.47
GarageCars
0.46
FullBath
0.45
OverallCond
0.43
MOST FREQUENT VALUES
1950
178
12.2%
2006
97
6.7%
2007
76
5.2%
2005
73
5.0%
2004
62
4.3%
2000
55
3.8%
2003
51
3.5%
2002
48
3.3%
2008
38
2.6%
1998
36
2.5%
1996
35
2.4%
1976
30
2.1%
1995
30
2.1%
1999
30
2.1%
1970
26
1.8%
SMALLEST VALUES
1950
178
12.2%
1951
4
0.3%
1952
5
0.3%
1953
10
0.7%
1954
14
1.0%
1955
9
0.6%
1956
10
0.7%
1957
9
0.6%
1958
15
1.0%
1959
18
1.2%
1960
12
0.8%
1961
8
0.5%
1962
14
1.0%
1963
13
0.9%
1964
11
0.8%
LARGEST VALUES
2010
6
0.4%
2009
23
1.6%
2008
38
2.6%
2007
76
5.2%
2006
97
6.7%
2005
73
5.0%
2004
62
4.3%
2003
51
3.5%
2002
48
3.3%
2001
21
1.4%
2000
55
3.8%
1999
30
2.1%
1998
36
2.5%
1997
25
1.7%
1996
35
2.4%
RoofStyle
MISSING:
---
TOP CATEGORIES
Gable
1,140
78%
Hip
283
19%
Flat
13
<1%
Gambrel
11
<1%
Mansard
7
<1%
Shed
2
<1%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
RoofStyle
PROVIDES INFORMATION ON...
RoofMatl
0.51
PoolArea
0.17
Condition2
0.10
LandSlope
0.06
Heating
0.04
MiscFeature
0.04
Alley
0.04
BsmtQual
0.04
HouseStyle
0.03
ExterQual
0.03
KitchenAbvGr
0.03
MasVnrType
0.03
Functional
0.03
Utilities
0.03

THESE FEATURES
GIVE INFORMATION
ON RoofStyle:
Neighborhood
0.13
RoofMatl
0.09
HouseStyle
0.07
Exterior2nd
0.07
OverallQual
0.06
BsmtQual
0.06
Exterior1st
0.06
MasVnrType
0.05
GarageCars
0.05
ExterQual
0.04
FireplaceQu
0.04
Foundation
0.03
BsmtExposure
0.03
BedroomAbvGr
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
RoofStyle
CORRELATION RATIO WITH...
1stFlrSF
0.33
MiscVal
0.31
TotalBsmtSF
0.28
MasVnrArea
0.27
SalePrice
0.24
BsmtFinSF1
0.22
BsmtFinSF2
0.18
2ndFlrSF
0.17
GarageArea
0.16
YearBuilt
0.16
GrLivArea
0.15
LotArea
0.15
TotRmsAbvGrd
0.15
MSSubClass
0.14
RoofMatl
MISSING:
---
TOP CATEGORIES
CompShg
1,432
98%
Tar&Grv
11
<1%
WdShake
5
<1%
WdShngl
5
<1%
Membran
1
<1%
Roll
1
<1%
Metal
1
<1%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
RoofMatl
PROVIDES INFORMATION ON...
PoolArea
0.12
RoofStyle
0.09
LandSlope
0.06
LandContour
0.03
KitchenAbvGr
0.03
Functional
0.03
Condition1
0.02
Exterior1st
0.02
BsmtExposure
0.02
BsmtHalfBath
0.02
Exterior2nd
0.01
GarageCond
0.01
BsmtFinType2
0.01
BsmtCond
0.01

THESE FEATURES
GIVE INFORMATION
ON RoofMatl:
RoofStyle
0.51
Exterior1st
0.32
Neighborhood
0.29
Exterior2nd
0.26
BsmtExposure
0.18
LandSlope
0.14
BedroomAbvGr
0.14
LandContour
0.13
OverallQual
0.11
Condition1
0.11
HouseStyle
0.10
BsmtFinType1
0.10
OverallCond
0.10
LotConfig
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
RoofMatl
CORRELATION RATIO WITH...
BsmtFinSF2
0.19
LotArea
0.18
1stFlrSF
0.16
WoodDeckSF
0.14
LowQualFinSF
0.13
GrLivArea
0.13
SalePrice
0.12
3SsnPorch
0.11
ScreenPorch
0.11
TotRmsAbvGrd
0.09
TotalBsmtSF
0.09
OpenPorchSF
0.09
MasVnrArea
0.08
MoSold
0.08
Exterior1st
MISSING:
---
TOP CATEGORIES
VinylSd
515
35%
HdBoard
221
15%
MetalSd
220
15%
Wd Sdng
205
14%
Plywood
108
7%
CemntBd
60
4%
BrkFace
50
3%
WdShing
26
2%
Stucco
24
2%
AsbShng
20
1%
BrkComm
2
<1%
Stone
2
<1%
ImStucc
1
<1%
AsphShn
1
<1%
CBlock
1
<1%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Exterior1st
PROVIDES INFORMATION ON...
Exterior2nd
0.80
PoolArea
0.33
RoofMatl
0.32
Foundation
0.24
Heating
0.23
Utilities
0.23
ExterQual
0.20
Condition2
0.20
CentralAir
0.19
Neighborhood
0.19
BsmtQual
0.18
Electrical
0.17
SaleType
0.17
Alley
0.16

THESE FEATURES
GIVE INFORMATION
ON Exterior1st:
Exterior2nd
0.82
Neighborhood
0.29
Foundation
0.14
BsmtQual
0.10
OverallQual
0.09
HeatingQC
0.09
ExterQual
0.09
BsmtFinType1
0.08
OverallCond
0.08
GarageCars
0.07
GarageType
0.07
GarageFinish
0.07
KitchenQual
0.07
HouseStyle
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Exterior1st
CORRELATION RATIO WITH...
YearBuilt
0.67
YearRemodAdd
0.54
SalePrice
0.41
GarageArea
0.35
EnclosedPorch
0.33
TotalBsmtSF
0.31
1stFlrSF
0.30
BsmtUnfSF
0.26
GrLivArea
0.24
BsmtFinSF1
0.23
MasVnrArea
0.22
OpenPorchSF
0.22
MSSubClass
0.22
BsmtFinSF2
0.21
Exterior2nd
MISSING:
---
TOP CATEGORIES
VinylSd
504
35%
MetalSd
214
15%
HdBoard
206
14%
Wd Sdng
197
14%
Plywood
142
10%
CmentBd
59
4%
Wd Shng
38
3%
Stucco
25
2%
BrkFace
25
2%
AsbShng
20
1%
ImStucc
9
<1%
Brk Cmn
7
<1%
Stone
5
<1%
AsphShn
3
<1%
Other
1
<1%
CBlock
1
<1%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Exterior2nd
PROVIDES INFORMATION ON...
Exterior1st
0.82
PoolArea
0.32
Heating
0.27
RoofMatl
0.26
Foundation
0.25
Utilities
0.24
ExterQual
0.20
Condition2
0.19
Neighborhood
0.19
CentralAir
0.18
Electrical
0.17
SaleType
0.17
BsmtQual
0.17
Alley
0.16

THESE FEATURES
GIVE INFORMATION
ON Exterior2nd:
Exterior1st
0.80
Neighborhood
0.28
Foundation
0.14
BsmtQual
0.10
OverallQual
0.09
HeatingQC
0.09
ExterQual
0.08
BsmtFinType1
0.08
GarageType
0.07
OverallCond
0.07
GarageFinish
0.07
KitchenQual
0.07
GarageCars
0.07
HouseStyle
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Exterior2nd
CORRELATION RATIO WITH...
YearBuilt
0.66
YearRemodAdd
0.55
SalePrice
0.40
GarageArea
0.34
EnclosedPorch
0.32
TotalBsmtSF
0.31
1stFlrSF
0.27
BsmtUnfSF
0.27
MSSubClass
0.24
OpenPorchSF
0.23
MasVnrArea
0.22
BsmtFinSF1
0.21
GrLivArea
0.21
WoodDeckSF
0.20
MasVnrType
MISSING:
8
(<1%)
TOP CATEGORIES
None
863
60%
BrkFace
444
31%
Stone
126
9%
BrkCmn
15
1%
ALL
1,448
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
MasVnrType
PROVIDES INFORMATION ON...
Utilities
0.14
ExterQual
0.12
PavedDrive
0.10
PoolArea
0.10
CentralAir
0.09
GarageCars
0.09
GarageQual
0.09
Foundation
0.09
Condition2
0.08
Neighborhood
0.08
BsmtQual
0.08
GarageType
0.08
SaleType
0.08
GarageCond
0.08

THESE FEATURES
GIVE INFORMATION
ON MasVnrType:
Neighborhood
0.25
OverallQual
0.13
GarageCars
0.11
Exterior1st
0.10
Exterior2nd
0.10
ExterQual
0.10
BsmtQual
0.09
Foundation
0.09
GarageType
0.09
GarageFinish
0.09
KitchenQual
0.08
BsmtFinType1
0.07
FireplaceQu
0.06
HouseStyle
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MasVnrType
CORRELATION RATIO WITH...
MasVnrArea
0.69
YearBuilt
0.46
SalePrice
0.45
TotalBsmtSF
0.39
GarageArea
0.38
1stFlrSF
0.36
YearRemodAdd
0.31
BsmtFinSF1
0.26
GrLivArea
0.26
TotRmsAbvGrd
0.21
GarageYrBlt
0.18
EnclosedPorch
0.16
BsmtUnfSF
0.15
WoodDeckSF
0.15
MasVnrArea
MISSING:
8
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
SalePrice
0.48
GrLivArea
0.36
GarageArea
0.36
TotalBsmtSF
0.34
1stFlrSF
0.32
YearBuilt
0.31
TotRmsAbvGrd
0.27
GarageYrBlt
0.25
BsmtFinSF1
0.24
YearRemodAdd
0.18
LotFrontage
0.16
2ndFlrSF
0.16
WoodDeckSF
0.15
BsmtUnfSF
0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MasVnrType
0.69
Neighborhood
0.53
OverallQual
0.44
GarageCars
0.41
ExterQual
0.37
BsmtQual
0.35
KitchenQual
0.28
GarageFinish
0.28
FireplaceQu
0.28
RoofStyle
0.27
FullBath
0.27
Fireplaces
0.26
GarageType
0.25
Foundation
0.23
MOST FREQUENT VALUES
0.0
860
59.4%
108.0
8
0.6%
180.0
8
0.6%
72.0
8
0.6%
120.0
7
0.5%
16.0
7
0.5%
106.0
6
0.4%
80.0
6
0.4%
200.0
6
0.4%
340.0
6
0.4%
320.0
5
0.3%
84.0
5
0.3%
170.0
5
0.3%
360.0
5
0.3%
132.0
5
0.3%
SMALLEST VALUES
0.0
860
59.4%
1.0
2
0.1%
11.0
1
<0.1%
14.0
1
<0.1%
16.0
7
0.5%
18.0
2
0.1%
22.0
1
<0.1%
24.0
1
<0.1%
27.0
1
<0.1%
28.0
1
<0.1%
30.0
2
0.1%
31.0
1
<0.1%
32.0
1
<0.1%
34.0
1
<0.1%
36.0
1
<0.1%
LARGEST VALUES
1600.0
1
<0.1%
1378.0
1
<0.1%
1129.0
1
<0.1%
1115.0
1
<0.1%
1047.0
1
<0.1%
1031.0
1
<0.1%
975.0
1
<0.1%
922.0
1
<0.1%
921.0
1
<0.1%
894.0
1
<0.1%
870.0
1
<0.1%
860.0
1
<0.1%
816.0
1
<0.1%
788.0
1
<0.1%
772.0
1
<0.1%
ExterQual
MISSING:
---
TOP CATEGORIES
TA
906
62%
Gd
487
33%
Ex
49
3%
Fa
14
<1%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ExterQual
PROVIDES INFORMATION ON...
KitchenQual
0.35
Street
0.30
BsmtQual
0.25
OverallQual
0.22
Foundation
0.21
FullBath
0.19
GarageCars
0.17
HeatingQC
0.16
SaleType
0.15
GarageFinish
0.14
Condition2
0.14
Neighborhood
0.12
CentralAir
0.12
Electrical
0.12

THESE FEATURES
GIVE INFORMATION
ON ExterQual:
OverallQual
0.46
Neighborhood
0.44
KitchenQual
0.42
BsmtQual
0.33
Foundation
0.27
GarageCars
0.24
HeatingQC
0.22
GarageFinish
0.21
Exterior2nd
0.20
Exterior1st
0.20
FullBath
0.19
BsmtFinType1
0.18
OverallCond
0.16
GarageType
0.15

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ExterQual
CORRELATION RATIO WITH...
SalePrice
0.70
YearBuilt
0.62
YearRemodAdd
0.60
GarageArea
0.49
TotalBsmtSF
0.47
GrLivArea
0.42
1stFlrSF
0.40
MasVnrArea
0.37
TotRmsAbvGrd
0.30
BsmtUnfSF
0.29
OpenPorchSF
0.28
GarageYrBlt
0.27
BsmtFinSF1
0.20
WoodDeckSF
0.20
ExterCond
MISSING:
---
TOP CATEGORIES
TA
1,278
88%
Gd
146
10%
Fa
28
2%
Ex
3
<1%
Po
1
<1%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ExterCond
PROVIDES INFORMATION ON...
PoolArea
0.12
Condition2
0.09
BsmtCond
0.07
OverallCond
0.07
GarageCond
0.05
CentralAir
0.04
GarageQual
0.04
Functional
0.04
Electrical
0.04
PavedDrive
0.04
Heating
0.04
SaleType
0.04
MiscFeature
0.03
ExterQual
0.03

THESE FEATURES
GIVE INFORMATION
ON ExterCond:
OverallCond
0.20
Neighborhood
0.15
BsmtCond
0.07
OverallQual
0.06
Foundation
0.06
GarageCars
0.06
BsmtQual
0.06
GarageFinish
0.06
KitchenQual
0.06
Exterior1st
0.05
ExterQual
0.05
Exterior2nd
0.05
GarageType
0.05
GarageCond
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ExterCond
CORRELATION RATIO WITH...
YearBuilt
0.27
GarageYrBlt
0.23
GarageArea
0.18
YearRemodAdd
0.16
SalePrice
0.16
OpenPorchSF
0.14
TotalBsmtSF
0.14
LowQualFinSF
0.11
BsmtUnfSF
0.10
BsmtFinSF1
0.10
WoodDeckSF
0.09
MSSubClass
0.09
MiscVal
0.08
1stFlrSF
0.08
Foundation
MISSING:
---
TOP CATEGORIES
PConc
643
44%
CBlock
634
44%
BrkTil
146
10%
Slab
24
2%
Stone
6
<1%
Wood
3
<1%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Foundation
PROVIDES INFORMATION ON...
BsmtQual
0.30
Heating
0.28
ExterQual
0.27
BsmtCond
0.21
CentralAir
0.20
KitchenQual
0.19
BsmtFinType1
0.17
BsmtFinType2
0.17
FullBath
0.17
Neighborhood
0.16
HeatingQC
0.16
SaleType
0.15
GarageCars
0.14
Condition2
0.14

THESE FEATURES
GIVE INFORMATION
ON Foundation:
Neighborhood
0.45
BsmtQual
0.32
BsmtFinType1
0.27
Exterior2nd
0.25
Exterior1st
0.24
OverallQual
0.22
ExterQual
0.21
KitchenQual
0.18
HeatingQC
0.17
OverallCond
0.17
GarageFinish
0.15
GarageCars
0.14
GarageType
0.13
FullBath
0.13

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Foundation
CORRELATION RATIO WITH...
YearBuilt
0.76
YearRemodAdd
0.58
SalePrice
0.51
TotalBsmtSF
0.45
GarageArea
0.40
BsmtUnfSF
0.32
EnclosedPorch
0.31
GrLivArea
0.31
BsmtFinSF1
0.26
2ndFlrSF
0.25
OpenPorchSF
0.23
MasVnrArea
0.23
1stFlrSF
0.22
TotRmsAbvGrd
0.22
BsmtQual
MISSING:
37
(3%)
TOP CATEGORIES
TA
649
46%
Gd
618
44%
Ex
117
8%
Fa
35
2%
ALL
1,419
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtQual
PROVIDES INFORMATION ON...
BsmtCond
0.34
ExterQual
0.33
Foundation
0.32
FullBath
0.23
KitchenQual
0.22
BsmtFinType2
0.22
GarageCars
0.20
OverallQual
0.19
BsmtFinType1
0.18
SaleType
0.16
Neighborhood
0.16
BsmtExposure
0.16
KitchenAbvGr
0.16
GarageFinish
0.15

THESE FEATURES
GIVE INFORMATION
ON BsmtQual:
Neighborhood
0.42
Foundation
0.30
OverallQual
0.30
BsmtFinType1
0.27
ExterQual
0.25
GarageCars
0.20
KitchenQual
0.19
Exterior1st
0.18
Exterior2nd
0.17
GarageFinish
0.17
FullBath
0.16
BsmtExposure
0.15
OverallCond
0.15
BsmtCond
0.14

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtQual
CORRELATION RATIO WITH...
YearBuilt
0.75
SalePrice
0.69
TotalBsmtSF
0.59
YearRemodAdd
0.59
GarageArea
0.48
1stFlrSF
0.39
GrLivArea
0.37
MasVnrArea
0.35
BsmtFinSF1
0.32
BsmtUnfSF
0.27
OpenPorchSF
0.27
WoodDeckSF
0.27
EnclosedPorch
0.25
TotRmsAbvGrd
0.25
BsmtCond
MISSING:
37
(3%)
TOP CATEGORIES
TA
1,307
92%
Gd
65
5%
Fa
45
3%
Po
2
<1%
ALL
1,419
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtCond
PROVIDES INFORMATION ON...
BsmtFinType2
0.19
Heating
0.14
BsmtQual
0.14
CentralAir
0.12
BsmtExposure
0.12
KitchenAbvGr
0.11
Foundation
0.09
BsmtFinType1
0.08
Electrical
0.08
ExterCond
0.07
Functional
0.06
PavedDrive
0.06
GarageCond
0.06
RoofMatl
0.05

THESE FEATURES
GIVE INFORMATION
ON BsmtCond:
BsmtQual
0.34
BsmtFinType1
0.32
BsmtExposure
0.28
BsmtFinType2
0.27
Foundation
0.21
Neighborhood
0.14
OverallQual
0.12
OverallCond
0.10
Exterior1st
0.08
Exterior2nd
0.07
ExterCond
0.07
CentralAir
0.07
ExterQual
0.06
Electrical
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtCond
CORRELATION RATIO WITH...
TotalBsmtSF
0.42
YearBuilt
0.28
SalePrice
0.23
BsmtUnfSF
0.21
YearRemodAdd
0.20
BsmtFinSF1
0.19
GarageArea
0.17
GarageYrBlt
0.15
WoodDeckSF
0.13
LowQualFinSF
0.12
EnclosedPorch
0.11
OpenPorchSF
0.10
MasVnrArea
0.10
GrLivArea
0.10
BsmtExposure
MISSING:
38
(3%)
TOP CATEGORIES
No
953
67%
Av
220
16%
Gd
131
9%
Mn
114
8%
ALL
1,418
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtExposure
PROVIDES INFORMATION ON...
BsmtCond
0.28
BsmtFinType2
0.19
RoofMatl
0.18
BsmtQual
0.15
Street
0.14
LandSlope
0.14
Heating
0.13
PoolArea
0.12
KitchenAbvGr
0.11
BsmtFinType1
0.10
Foundation
0.10
LandContour
0.10
BsmtFullBath
0.09
Condition2
0.07

THESE FEATURES
GIVE INFORMATION
ON BsmtExposure:
BsmtFinType1
0.17
BsmtQual
0.16
Neighborhood
0.13
BsmtCond
0.12
BsmtFinType2
0.12
Foundation
0.10
HouseStyle
0.08
OverallQual
0.07
BsmtFullBath
0.06
Exterior2nd
0.05
Exterior1st
0.05
GarageType
0.05
GarageCars
0.04
LandContour
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtExposure
CORRELATION RATIO WITH...
TotalBsmtSF
0.50
SalePrice
0.39
BsmtFinSF1
0.39
YearBuilt
0.31
1stFlrSF
0.30
LotArea
0.27
GarageArea
0.25
WoodDeckSF
0.25
YearRemodAdd
0.24
BsmtUnfSF
0.23
MasVnrArea
0.17
2ndFlrSF
0.17
GrLivArea
0.15
BsmtFinSF2
0.13
BsmtFinType1
MISSING:
37
(3%)
TOP CATEGORIES
Unf
430
30%
GLQ
414
29%
ALQ
220
16%
BLQ
148
10%
Rec
133
9%
LwQ
74
5%
ALL
1,419
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtFinType1
PROVIDES INFORMATION ON...
BsmtFinType2
0.34
BsmtCond
0.32
BsmtFullBath
0.30
BsmtQual
0.27
Foundation
0.27
PoolArea
0.21
Heating
0.19
ExterQual
0.18
Condition2
0.17
BsmtExposure
0.17
Utilities
0.15
KitchenQual
0.14
CentralAir
0.13
KitchenAbvGr
0.13

THESE FEATURES
GIVE INFORMATION
ON BsmtFinType1:
Neighborhood
0.18
BsmtQual
0.18
Foundation
0.17
BsmtFinType2
0.13
BsmtFullBath
0.13
OverallQual
0.11
BsmtExposure
0.10
Exterior2nd
0.09
Exterior1st
0.09
ExterQual
0.09
BsmtCond
0.08
KitchenQual
0.08
GarageCars
0.07
HeatingQC
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType1
CORRELATION RATIO WITH...
BsmtFinSF1
0.74
BsmtUnfSF
0.63
YearBuilt
0.51
TotalBsmtSF
0.50
YearRemodAdd
0.49
SalePrice
0.46
BsmtFinSF2
0.37
GarageArea
0.33
GrLivArea
0.25
1stFlrSF
0.24
2ndFlrSF
0.23
MasVnrArea
0.22
WoodDeckSF
0.21
TotRmsAbvGrd
0.18
BsmtFinSF1
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
BsmtUnfSF
-0.53
TotalBsmtSF
0.46
SalePrice
0.40
1stFlrSF
0.39
GarageArea
0.27
YearBuilt
0.25
MasVnrArea
0.24
WoodDeckSF
0.20
2ndFlrSF
-0.18
LotArea
0.17
GarageYrBlt
0.15
LotFrontage
0.13
YearRemodAdd
0.12
GrLivArea
0.12

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType1
0.74
BsmtFullBath
0.66
Neighborhood
0.42
BsmtExposure
0.39
BsmtQual
0.32
GarageType
0.29
OverallQual
0.28
HouseStyle
0.28
Foundation
0.26
MasVnrType
0.26
Fireplaces
0.25
GarageFinish
0.25
KitchenQual
0.24
FireplaceQu
0.23
MOST FREQUENT VALUES
0
467
32.1%
24
12
0.8%
16
9
0.6%
20
5
0.3%
936
5
0.3%
686
5
0.3%
662
5
0.3%
616
5
0.3%
560
4
0.3%
428
4
0.3%
442
4
0.3%
495
4
0.3%
504
4
0.3%
547
4
0.3%
641
4
0.3%
SMALLEST VALUES
0
467
32.1%
2
1
<0.1%
16
9
0.6%
20
5
0.3%
24
12
0.8%
25
1
<0.1%
27
1
<0.1%
28
3
0.2%
33
1
<0.1%
35
1
<0.1%
36
1
<0.1%
40
1
<0.1%
41
1
<0.1%
48
2
0.1%
49
1
<0.1%
LARGEST VALUES
2188
1
<0.1%
1904
1
<0.1%
1880
1
<0.1%
1810
1
<0.1%
1767
1
<0.1%
1721
1
<0.1%
1696
1
<0.1%
1646
1
<0.1%
1636
1
<0.1%
1619
1
<0.1%
1606
1
<0.1%
1573
1
<0.1%
1572
1
<0.1%
1567
2
0.1%
1540
1
<0.1%
BsmtFinType2
MISSING:
38
(3%)
TOP CATEGORIES
Unf
1,252
88%
Rec
54
4%
LwQ
46
3%
BLQ
33
2%
ALQ
19
1%
GLQ
14
<1%
ALL
1,418
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtFinType2
PROVIDES INFORMATION ON...
Utilities
0.40
BsmtCond
0.27
PoolArea
0.26
BsmtFinType1
0.13
BsmtQual
0.13
BsmtExposure
0.12
Heating
0.12
KitchenAbvGr
0.10
Foundation
0.10
Street
0.10
RoofMatl
0.08
Condition2
0.07
Functional
0.06
CentralAir
0.06

THESE FEATURES
GIVE INFORMATION
ON BsmtFinType2:
BsmtFinType1
0.34
BsmtQual
0.22
BsmtExposure
0.19
BsmtCond
0.19
Foundation
0.17
Neighborhood
0.16
OverallQual
0.09
Exterior2nd
0.08
Exterior1st
0.08
BldgType
0.04
OverallCond
0.04
HeatingQC
0.04
ExterQual
0.04
GarageType
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType2
CORRELATION RATIO WITH...
BsmtFinSF2
0.84
TotalBsmtSF
0.39
BsmtUnfSF
0.33
YearRemodAdd
0.19
BsmtFinSF1
0.18
SalePrice
0.18
WoodDeckSF
0.14
LotArea
0.13
2ndFlrSF
0.12
YearBuilt
0.12
GarageYrBlt
0.12
OpenPorchSF
0.10
MSSubClass
0.09
MasVnrArea
0.09
BsmtFinSF2
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
BsmtUnfSF
-0.21
TotalBsmtSF
0.12
LotArea
0.11
1stFlrSF
0.11
2ndFlrSF
-0.10
ScreenPorch
0.09
GarageYrBlt
-0.09
MasVnrArea
-0.07
WoodDeckSF
0.07
YearRemodAdd
-0.07
MSSubClass
-0.07
LotFrontage
0.06
BsmtFinSF1
-0.05
YearBuilt
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType2
0.84
BsmtFinType1
0.37
Neighborhood
0.26
Exterior1st
0.21
Exterior2nd
0.19
RoofMatl
0.19
Foundation
0.19
RoofStyle
0.18
BsmtFullBath
0.17
Functional
0.15
OverallQual
0.14
SaleType
0.14
BsmtExposure
0.13
Fence
0.12
MOST FREQUENT VALUES
0
1,289
88.5%
180
5
0.3%
374
3
0.2%
551
2
0.1%
93
2
0.1%
468
2
0.1%
147
2
0.1%
480
2
0.1%
539
2
0.1%
712
2
0.1%
117
2
0.1%
279
2
0.1%
96
2
0.1%
391
2
0.1%
287
2
0.1%
SMALLEST VALUES
0
1,289
88.5%
28
1
<0.1%
32
1
<0.1%
35
1
<0.1%
40
1
<0.1%
41
2
0.1%
64
2
0.1%
68
1
<0.1%
80
1
<0.1%
81
1
<0.1%
93
2
0.1%
96
2
0.1%
105
1
<0.1%
106
1
<0.1%
108
1
<0.1%
LARGEST VALUES
1474
1
<0.1%
1127
1
<0.1%
1120
1
<0.1%
1085
1
<0.1%
1080
1
<0.1%
1063
1
<0.1%
1061
1
<0.1%
1057
1
<0.1%
1031
1
<0.1%
1029
1
<0.1%
972
1
<0.1%
906
1
<0.1%
872
1
<0.1%
869
1
<0.1%
841
1
<0.1%
BsmtUnfSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
BsmtFinSF1
-0.53
TotalBsmtSF
0.44
1stFlrSF
0.33
TotRmsAbvGrd
0.25
GrLivArea
0.25
SalePrice
0.22
BsmtFinSF2
-0.21
GarageYrBlt
0.19
GarageArea
0.18
YearRemodAdd
0.18
YearBuilt
0.15
LotFrontage
0.14
MSSubClass
-0.14
OpenPorchSF
0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFinType1
0.63
BsmtFullBath
0.42
Neighborhood
0.36
OverallQual
0.33
BsmtFinType2
0.33
Foundation
0.32
ExterQual
0.29
FullBath
0.29
GarageCars
0.28
BsmtQual
0.27
Exterior2nd
0.27
Exterior1st
0.26
SaleCondition
0.26
SaleType
0.26
MOST FREQUENT VALUES
0
118
8.1%
728
9
0.6%
384
8
0.5%
572
7
0.5%
600
7
0.5%
440
6
0.4%
625
6
0.4%
300
6
0.4%
280
6
0.4%
672
6
0.4%
270
6
0.4%
162
5
0.3%
108
5
0.3%
490
5
0.3%
390
5
0.3%
SMALLEST VALUES
0
118
8.1%
14
1
<0.1%
15
1
<0.1%
23
2
0.1%
26
1
<0.1%
29
1
<0.1%
30
1
<0.1%
32
2
0.1%
35
1
<0.1%
36
4
0.3%
38
1
<0.1%
39
1
<0.1%
40
1
<0.1%
50
1
<0.1%
55
2
0.1%
LARGEST VALUES
2336
1
<0.1%
2153
1
<0.1%
2121
1
<0.1%
2046
1
<0.1%
2042
1
<0.1%
2002
1
<0.1%
1969
1
<0.1%
1935
1
<0.1%
1926
1
<0.1%
1907
1
<0.1%
1905
1
<0.1%
1869
1
<0.1%
1836
1
<0.1%
1800
2
0.1%
1795
1
<0.1%
TotalBsmtSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
1stFlrSF
0.80
SalePrice
0.65
GarageArea
0.47
BsmtFinSF1
0.46
BsmtUnfSF
0.44
YearBuilt
0.40
GrLivArea
0.39
MasVnrArea
0.34
GarageYrBlt
0.33
LotFrontage
0.31
YearRemodAdd
0.29
TotRmsAbvGrd
0.26
MSSubClass
-0.26
WoodDeckSF
0.23

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtQual
0.59
OverallQual
0.56
Neighborhood
0.55
BsmtExposure
0.50
BsmtFinType1
0.50
GarageCars
0.49
ExterQual
0.47
Foundation
0.45
KitchenQual
0.44
BsmtCond
0.42
GarageType
0.42
GarageFinish
0.39
MasVnrType
0.39
BsmtFinType2
0.39
MOST FREQUENT VALUES
0
37
2.5%
864
35
2.4%
672
17
1.2%
912
15
1.0%
1040
14
1.0%
816
13
0.9%
728
12
0.8%
768
12
0.8%
848
11
0.8%
780
11
0.8%
894
11
0.8%
832
10
0.7%
630
9
0.6%
756
9
0.6%
952
9
0.6%
SMALLEST VALUES
0
37
2.5%
105
1
<0.1%
190
1
<0.1%
264
3
0.2%
270
1
<0.1%
290
1
<0.1%
319
1
<0.1%
360
1
<0.1%
372
1
<0.1%
384
7
0.5%
408
1
<0.1%
420
1
<0.1%
440
3
0.2%
458
1
<0.1%
462
1
<0.1%
LARGEST VALUES
3206
1
<0.1%
3200
1
<0.1%
3094
1
<0.1%
2633
1
<0.1%
2524
1
<0.1%
2392
1
<0.1%
2330
1
<0.1%
2223
1
<0.1%
2217
1
<0.1%
2216
1
<0.1%
2158
1
<0.1%
2153
1
<0.1%
2136
2
0.1%
2121
1
<0.1%
2110
1
<0.1%
Heating
MISSING:
---
TOP CATEGORIES
GasA
1,424
98%
GasW
18
1%
Grav
7
<1%
Wall
4
<1%
OthW
2
<1%
Floor
1
<1%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Heating
PROVIDES INFORMATION ON...
CentralAir
0.18
GarageCond
0.05
Electrical
0.04
BsmtCond
0.04
Foundation
0.04
GarageQual
0.03
PavedDrive
0.03
HeatingQC
0.03
Alley
0.03
KitchenAbvGr
0.03
BsmtFinType2
0.02
GarageType
0.02
Exterior2nd
0.02
BldgType
0.02

THESE FEATURES
GIVE INFORMATION
ON Heating:
CentralAir
0.33
Foundation
0.28
HeatingQC
0.27
Exterior2nd
0.27
Neighborhood
0.24
Exterior1st
0.23
BsmtFinType1
0.19
GarageType
0.17
OverallQual
0.16
HouseStyle
0.15
GarageCond
0.14
OverallCond
0.14
BsmtQual
0.14
BsmtCond
0.14

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Heating
CORRELATION RATIO WITH...
YearBuilt
0.22
YearRemodAdd
0.18
GarageYrBlt
0.18
TotalBsmtSF
0.17
GarageArea
0.14
GrLivArea
0.14
LotArea
0.13
SalePrice
0.12
2ndFlrSF
0.11
EnclosedPorch
0.10
TotRmsAbvGrd
0.10
WoodDeckSF
0.09
1stFlrSF
0.09
BsmtFinSF1
0.09
HeatingQC
MISSING:
---
TOP CATEGORIES
Ex
737
51%
TA
428
29%
Gd
241
17%
Fa
49
3%
Po
1
<1%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
HeatingQC
PROVIDES INFORMATION ON...
Heating
0.27
ExterQual
0.22
Utilities
0.22
PoolArea
0.21
CentralAir
0.20
Foundation
0.17
KitchenQual
0.16
Condition2
0.12
BsmtQual
0.12
SaleType
0.10
KitchenAbvGr
0.09
SaleCondition
0.09
OverallQual
0.09
Exterior1st
0.09

THESE FEATURES
GIVE INFORMATION
ON HeatingQC:
Neighborhood
0.21
ExterQual
0.16
Foundation
0.16
Exterior2nd
0.15
KitchenQual
0.14
Exterior1st
0.14
OverallQual
0.13
BsmtQual
0.12
BsmtFinType1
0.09
GarageFinish
0.08
GarageCars
0.07
OverallCond
0.06
FullBath
0.06
SaleCondition
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HeatingQC
CORRELATION RATIO WITH...
YearRemodAdd
0.55
YearBuilt
0.47
SalePrice
0.45
GarageArea
0.31
TotalBsmtSF
0.29
GrLivArea
0.26
BsmtUnfSF
0.22
1stFlrSF
0.21
OpenPorchSF
0.19
GarageYrBlt
0.17
TotRmsAbvGrd
0.17
MasVnrArea
0.17
EnclosedPorch
0.16
2ndFlrSF
0.14
CentralAir
MISSING:
---
TOP CATEGORIES
Y
1,361
93%
N
95
7%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
CentralAir
PROVIDES INFORMATION ON...
Heating
0.33
Electrical
0.12
PavedDrive
0.10
GarageCond
0.09
KitchenAbvGr
0.09
GarageQual
0.07
BsmtCond
0.07
GarageType
0.05
Street
0.05
Foundation
0.04
Alley
0.04
HeatingQC
0.04
MSZoning
0.04
GarageFinish
0.04

THESE FEATURES
GIVE INFORMATION
ON CentralAir:
Neighborhood
0.29
GarageType
0.25
GarageFinish
0.22
HeatingQC
0.20
Foundation
0.20
Exterior1st
0.19
OverallQual
0.18
Heating
0.18
Electrical
0.18
Exterior2nd
0.18
KitchenQual
0.17
GarageCond
0.15
BsmtQual
0.15
PavedDrive
0.13

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
CentralAir
CORRELATION RATIO WITH...
YearBuilt
0.38
YearRemodAdd
0.30
GarageYrBlt
0.27
SalePrice
0.26
GarageArea
0.23
TotalBsmtSF
0.22
BsmtFinSF1
0.17
EnclosedPorch
0.16
1stFlrSF
0.15
WoodDeckSF
0.15
MasVnrArea
0.13
MSSubClass
0.10
GrLivArea
0.09
ScreenPorch
0.05
Electrical
MISSING:
1
(<1%)
TOP CATEGORIES
SBrkr
1,330
91%
FuseA
94
6%
FuseF
27
2%
FuseP
3
<1%
Mix
1
<1%
ALL
1,455
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Electrical
PROVIDES INFORMATION ON...
Utilities
0.33
CentralAir
0.18
Heating
0.12
PavedDrive
0.07
BsmtCond
0.06
GarageCond
0.06
GarageQual
0.05
KitchenAbvGr
0.05
ExterQual
0.05
BsmtQual
0.05
KitchenQual
0.04
Foundation
0.04
ExterCond
0.04
RoofMatl
0.03

THESE FEATURES
GIVE INFORMATION
ON Electrical:
Neighborhood
0.25
Exterior2nd
0.17
Exterior1st
0.17
BsmtQual
0.15
OverallQual
0.14
KitchenQual
0.12
CentralAir
0.12
Foundation
0.12
ExterQual
0.12
GarageFinish
0.12
BsmtFinType1
0.11
OverallCond
0.11
GarageType
0.10
GarageCars
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Electrical
CORRELATION RATIO WITH...
YearRemodAdd
0.36
YearBuilt
0.35
SalePrice
0.25
GarageArea
0.24
TotalBsmtSF
0.19
BsmtFinSF1
0.17
EnclosedPorch
0.16
WoodDeckSF
0.16
GarageYrBlt
0.15
GrLivArea
0.13
1stFlrSF
0.13
MasVnrArea
0.11
OpenPorchSF
0.11
TotRmsAbvGrd
0.08
1stFlrSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TotalBsmtSF
0.80
SalePrice
0.63
GrLivArea
0.52
GarageArea
0.47
LotFrontage
0.40
TotRmsAbvGrd
0.39
BsmtFinSF1
0.39
BsmtUnfSF
0.33
MasVnrArea
0.32
YearBuilt
0.28
LotArea
0.27
MSSubClass
-0.27
2ndFlrSF
-0.25
YearRemodAdd
0.24

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.53
OverallQual
0.51
GarageCars
0.48
HouseStyle
0.43
FireplaceQu
0.42
Fireplaces
0.40
GarageType
0.40
ExterQual
0.40
KitchenQual
0.39
BsmtQual
0.39
FullBath
0.38
MasVnrType
0.36
GarageFinish
0.34
RoofStyle
0.33
MOST FREQUENT VALUES
864
25
1.7%
1040
16
1.1%
912
14
1.0%
848
12
0.8%
894
12
0.8%
672
11
0.8%
816
9
0.6%
630
9
0.6%
832
7
0.5%
960
7
0.5%
483
7
0.5%
936
7
0.5%
1728
6
0.4%
840
6
0.4%
1056
6
0.4%
SMALLEST VALUES
334
1
<0.1%
372
1
<0.1%
438
1
<0.1%
480
1
<0.1%
483
7
0.5%
495
1
<0.1%
520
5
0.3%
525
1
<0.1%
526
1
<0.1%
536
1
<0.1%
546
3
0.2%
551
1
<0.1%
561
1
<0.1%
572
2
0.1%
575
1
<0.1%
LARGEST VALUES
3228
1
<0.1%
2898
1
<0.1%
2633
1
<0.1%
2524
1
<0.1%
2515
1
<0.1%
2402
1
<0.1%
2392
1
<0.1%
2364
1
<0.1%
2259
1
<0.1%
2234
1
<0.1%
2223
1
<0.1%
2217
1
<0.1%
2207
1
<0.1%
2196
1
<0.1%
2158
1
<0.1%
2ndFlrSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea
0.69
TotRmsAbvGrd
0.61
MSSubClass
0.31
SalePrice
0.30
1stFlrSF
-0.25
TotalBsmtSF
-0.23
OpenPorchSF
0.20
BsmtFinSF1
-0.18
MasVnrArea
0.16
YearRemodAdd
0.14
GarageArea
0.13
BsmtFinSF2
-0.10
WoodDeckSF
0.08
EnclosedPorch
0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HouseStyle
0.92
HalfBath
0.62
BedroomAbvGr
0.55
Neighborhood
0.45
FullBath
0.42
GarageType
0.38
OverallQual
0.33
Foundation
0.25
FireplaceQu
0.25
BsmtFinType1
0.23
Fireplaces
0.20
Exterior2nd
0.19
ExterQual
0.19
KitchenQual
0.18
MOST FREQUENT VALUES
0
829
56.9%
728
10
0.7%
504
9
0.6%
672
8
0.5%
546
8
0.5%
720
7
0.5%
600
7
0.5%
896
6
0.4%
689
5
0.3%
756
5
0.3%
780
5
0.3%
840
5
0.3%
862
5
0.3%
702
4
0.3%
551
4
0.3%
SMALLEST VALUES
0
829
56.9%
110
1
<0.1%
167
1
<0.1%
192
1
<0.1%
208
1
<0.1%
213
1
<0.1%
220
1
<0.1%
224
1
<0.1%
240
2
0.1%
252
2
0.1%
272
1
<0.1%
299
1
<0.1%
304
1
<0.1%
316
1
<0.1%
319
1
<0.1%
LARGEST VALUES
1818
1
<0.1%
1796
1
<0.1%
1611
1
<0.1%
1589
1
<0.1%
1540
1
<0.1%
1523
1
<0.1%
1519
1
<0.1%
1518
1
<0.1%
1479
1
<0.1%
1440
1
<0.1%
1427
1
<0.1%
1426
1
<0.1%
1414
1
<0.1%
1392
1
<0.1%
1370
1
<0.1%
LowQualFinSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
YearBuilt
-0.18
GrLivArea
0.14
TotRmsAbvGrd
0.13
MasVnrArea
-0.07
GarageArea
-0.07
BsmtFinSF1
-0.07
2ndFlrSF
0.07
YearRemodAdd
-0.06
EnclosedPorch
0.06
MSSubClass
0.05
LotFrontage
0.04
GarageYrBlt
-0.04
TotalBsmtSF
-0.03
BsmtUnfSF
0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HouseStyle
0.61
Neighborhood
0.32
BedroomAbvGr
0.31
GarageQual
0.23
PoolArea
0.21
GarageType
0.19
GarageCond
0.17
GarageFinish
0.16
GarageCars
0.15
OverallCond
0.14
ExterQual
0.14
Condition2
0.14
LandContour
0.14
Exterior1st
0.13
MOST FREQUENT VALUES
0
1,430
98.2%
80
3
0.2%
360
2
0.1%
528
1
<0.1%
53
1
<0.1%
120
1
<0.1%
144
1
<0.1%
156
1
<0.1%
205
1
<0.1%
232
1
<0.1%
234
1
<0.1%
371
1
<0.1%
572
1
<0.1%
390
1
<0.1%
392
1
<0.1%
SMALLEST VALUES
0
1,430
98.2%
53
1
<0.1%
80
3
0.2%
120
1
<0.1%
144
1
<0.1%
156
1
<0.1%
205
1
<0.1%
232
1
<0.1%
234
1
<0.1%
360
2
0.1%
371
1
<0.1%
384
1
<0.1%
390
1
<0.1%
392
1
<0.1%
397
1
<0.1%
LARGEST VALUES
572
1
<0.1%
528
1
<0.1%
515
1
<0.1%
514
1
<0.1%
513
1
<0.1%
481
1
<0.1%
479
1
<0.1%
473
1
<0.1%
420
1
<0.1%
397
1
<0.1%
392
1
<0.1%
390
1
<0.1%
384
1
<0.1%
371
1
<0.1%
360
2
0.1%
GrLivArea
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TotRmsAbvGrd
0.83
SalePrice
0.72
2ndFlrSF
0.69
1stFlrSF
0.52
GarageArea
0.45
TotalBsmtSF
0.39
MasVnrArea
0.36
LotFrontage
0.34
OpenPorchSF
0.31
YearRemodAdd
0.29
BsmtUnfSF
0.25
WoodDeckSF
0.24
LotArea
0.23
GarageYrBlt
0.23

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FullBath
0.65
OverallQual
0.59
BedroomAbvGr
0.59
HouseStyle
0.57
Neighborhood
0.54
GarageCars
0.50
FireplaceQu
0.50
Fireplaces
0.46
ExterQual
0.42
HalfBath
0.42
KitchenQual
0.41
GarageType
0.39
BsmtQual
0.37
GarageFinish
0.35
MOST FREQUENT VALUES
864
22
1.5%
1040
14
1.0%
894
11
0.8%
1456
10
0.7%
848
10
0.7%
912
9
0.6%
1200
9
0.6%
816
8
0.5%
1092
8
0.5%
987
7
0.5%
1344
7
0.5%
1728
7
0.5%
1056
6
0.4%
1494
6
0.4%
1224
6
0.4%
SMALLEST VALUES
334
1
<0.1%
438
1
<0.1%
480
1
<0.1%
520
1
<0.1%
605
1
<0.1%
616
1
<0.1%
630
6
0.4%
672
2
0.1%
691
1
<0.1%
693
1
<0.1%
694
1
<0.1%
698
1
<0.1%
708
1
<0.1%
720
3
0.2%
729
1
<0.1%
LARGEST VALUES
3627
1
<0.1%
3608
1
<0.1%
3493
1
<0.1%
3447
1
<0.1%
3395
1
<0.1%
3279
1
<0.1%
3238
1
<0.1%
3228
1
<0.1%
3222
1
<0.1%
3194
1
<0.1%
3140
1
<0.1%
3112
1
<0.1%
3086
1
<0.1%
3082
1
<0.1%
2978
1
<0.1%
BsmtFullBath
MISSING:
---
TOP CATEGORIES
0
855
59%
1
586
40%
2
14
<1%
3
1
<1%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtFullBath
PROVIDES INFORMATION ON...
BsmtFinType1
0.13
PoolArea
0.10
KitchenAbvGr
0.09
Condition2
0.07
Utilities
0.06
Street
0.06
RoofMatl
0.06
BsmtExposure
0.06
BsmtHalfBath
0.06
LandSlope
0.05
BsmtCond
0.05
BsmtFinType2
0.04
HouseStyle
0.04
Heating
0.03

THESE FEATURES
GIVE INFORMATION
ON BsmtFullBath:
BsmtFinType1
0.30
Neighborhood
0.10
BsmtExposure
0.09
HouseStyle
0.06
BsmtQual
0.04
BedroomAbvGr
0.04
Foundation
0.04
GarageType
0.04
BsmtFinType2
0.03
Exterior2nd
0.03
Exterior1st
0.03
BsmtCond
0.03
GarageFinish
0.03
BldgType
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtFullBath
CORRELATION RATIO WITH...
BsmtFinSF1
0.66
BsmtUnfSF
0.42
LotArea
0.31
TotalBsmtSF
0.30
SalePrice
0.24
1stFlrSF
0.23
YearBuilt
0.20
GarageArea
0.20
2ndFlrSF
0.18
WoodDeckSF
0.18
BsmtFinSF2
0.17
GarageYrBlt
0.14
YearRemodAdd
0.12
MasVnrArea
0.10
BsmtHalfBath
MISSING:
---
TOP CATEGORIES
0
1,375
94%
1
79
5%
2
2
<1%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BsmtHalfBath
PROVIDES INFORMATION ON...
Utilities
0.35
PoolArea
0.08
RoofMatl
0.04
KitchenAbvGr
0.02
BsmtFullBath
0.02
BsmtFinType2
0.01
SaleCondition
0.01
ExterCond
0.01
BsmtCond
0.01
SaleType
0.01
LandSlope
0.01
Neighborhood
0.01
OverallCond
0.01
HalfBath
0.01

THESE FEATURES
GIVE INFORMATION
ON BsmtHalfBath:
Neighborhood
0.13
BsmtFullBath
0.06
OverallQual
0.06
OverallCond
0.06
BsmtFinType1
0.06
Exterior2nd
0.05
SaleCondition
0.04
BsmtFinType2
0.04
Foundation
0.04
GarageCars
0.04
HouseStyle
0.04
Exterior1st
0.03
HalfBath
0.03
BsmtQual
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BsmtHalfBath
CORRELATION RATIO WITH...
BsmtUnfSF
0.11
GarageYrBlt
0.08
BsmtFinSF2
0.08
BsmtFinSF1
0.07
LotArea
0.06
YearBuilt
0.05
MSSubClass
0.05
MoSold
0.04
WoodDeckSF
0.04
ScreenPorch
0.04
3SsnPorch
0.04
2ndFlrSF
0.04
SalePrice
0.04
GrLivArea
0.04
FullBath
MISSING:
---
TOP CATEGORIES
2
767
53%
1
650
45%
3
30
2%
0
9
<1%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FullBath
PROVIDES INFORMATION ON...
ExterQual
0.19
BsmtQual
0.16
PoolArea
0.16
GarageCars
0.16
Foundation
0.13
KitchenAbvGr
0.12
OverallQual
0.12
KitchenQual
0.12
Utilities
0.10
GarageFinish
0.09
Neighborhood
0.09
GarageType
0.08
Condition2
0.08
BedroomAbvGr
0.08

THESE FEATURES
GIVE INFORMATION
ON FullBath:
Neighborhood
0.32
OverallQual
0.26
BsmtQual
0.23
GarageCars
0.21
ExterQual
0.19
Foundation
0.17
KitchenQual
0.15
GarageFinish
0.14
Exterior1st
0.12
OverallCond
0.12
GarageType
0.11
Exterior2nd
0.11
BedroomAbvGr
0.11
HouseStyle
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FullBath
CORRELATION RATIO WITH...
GrLivArea
0.65
SalePrice
0.57
TotRmsAbvGrd
0.56
YearBuilt
0.51
YearRemodAdd
0.45
2ndFlrSF
0.42
GarageArea
0.41
1stFlrSF
0.38
TotalBsmtSF
0.33
BsmtUnfSF
0.29
MasVnrArea
0.27
OpenPorchSF
0.25
WoodDeckSF
0.22
EnclosedPorch
0.15
HalfBath
MISSING:
---
TOP CATEGORIES
0
913
63%
1
531
36%
2
12
<1%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
HalfBath
PROVIDES INFORMATION ON...
HouseStyle
0.18
KitchenAbvGr
0.13
Condition2
0.11
PoolArea
0.08
BldgType
0.06
Utilities
0.06
BedroomAbvGr
0.05
GarageType
0.05
GarageCond
0.05
CentralAir
0.04
RoofMatl
0.04
Neighborhood
0.04
BsmtCond
0.04
GarageQual
0.04

THESE FEATURES
GIVE INFORMATION
ON HalfBath:
HouseStyle
0.33
Neighborhood
0.16
BedroomAbvGr
0.09
OverallQual
0.09
GarageType
0.08
GarageFinish
0.06
BldgType
0.05
GarageCars
0.05
BsmtQual
0.05
Foundation
0.05
FireplaceQu
0.05
Fireplaces
0.04
Exterior2nd
0.04
KitchenAbvGr
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
HalfBath
CORRELATION RATIO WITH...
2ndFlrSF
0.62
GrLivArea
0.42
TotRmsAbvGrd
0.34
SalePrice
0.30
YearBuilt
0.25
OpenPorchSF
0.22
YearRemodAdd
0.20
MasVnrArea
0.20
MSSubClass
0.18
GarageArea
0.17
GarageYrBlt
0.17
1stFlrSF
0.15
MiscVal
0.12
WoodDeckSF
0.11
BedroomAbvGr
MISSING:
---
TOP CATEGORIES
3
802
55%
2
358
25%
4
211
14%
1
50
3%
5
21
1%
6
7
<1%
0
6
<1%
8
1
<1%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
BedroomAbvGr
PROVIDES INFORMATION ON...
KitchenAbvGr
0.25
PoolArea
0.23
BldgType
0.19
RoofMatl
0.14
Heating
0.11
HouseStyle
0.11
FullBath
0.11
Condition2
0.11
HalfBath
0.09
Utilities
0.07
CentralAir
0.06
GarageType
0.06
Neighborhood
0.06
Electrical
0.06

THESE FEATURES
GIVE INFORMATION
ON BedroomAbvGr:
Neighborhood
0.14
HouseStyle
0.12
BldgType
0.10
FullBath
0.08
GarageType
0.05
HalfBath
0.05
OverallQual
0.04
Exterior1st
0.04
Exterior2nd
0.04
KitchenAbvGr
0.04
BsmtFinType1
0.03
MSZoning
0.03
FireplaceQu
0.03
BsmtFullBath
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BedroomAbvGr
CORRELATION RATIO WITH...
TotRmsAbvGrd
0.69
GrLivArea
0.59
2ndFlrSF
0.55
LowQualFinSF
0.31
MSSubClass
0.27
SalePrice
0.23
YearBuilt
0.20
BsmtUnfSF
0.19
BsmtFinSF1
0.18
GarageYrBlt
0.18
LotFrontage
0.17
LotArea
0.16
1stFlrSF
0.15
MasVnrArea
0.14
KitchenAbvGr
MISSING:
---
TOP CATEGORIES
1
1,388
95%
2
65
4%
3
2
<1%
0
1
<1%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
KitchenAbvGr
PROVIDES INFORMATION ON...
BldgType
0.21
Condition2
0.13
CentralAir
0.07
RoofMatl
0.06
BsmtCond
0.05
Heating
0.04
BedroomAbvGr
0.04
GarageCond
0.04
HalfBath
0.04
GarageQual
0.04
BsmtFinType2
0.03
SaleCondition
0.03
PavedDrive
0.03
FullBath
0.03

THESE FEATURES
GIVE INFORMATION
ON KitchenAbvGr:
BldgType
0.68
BedroomAbvGr
0.25
Neighborhood
0.18
BsmtQual
0.16
GarageType
0.15
Foundation
0.13
GarageFinish
0.13
HalfBath
0.13
BsmtFinType1
0.13
OverallQual
0.12
FullBath
0.12
KitchenQual
0.12
BsmtCond
0.11
BsmtExposure
0.11

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
KitchenAbvGr
CORRELATION RATIO WITH...
MSSubClass
0.29
TotRmsAbvGrd
0.26
GarageYrBlt
0.20
YearBuilt
0.18
YearRemodAdd
0.16
SalePrice
0.14
GrLivArea
0.11
GarageArea
0.10
WoodDeckSF
0.10
1stFlrSF
0.09
OpenPorchSF
0.09
BsmtFinSF1
0.09
TotalBsmtSF
0.07
2ndFlrSF
0.07
KitchenQual
MISSING:
---
TOP CATEGORIES
TA
735
50%
Gd
586
40%
Ex
96
7%
Fa
39
3%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
KitchenQual
PROVIDES INFORMATION ON...
ExterQual
0.42
BsmtQual
0.19
OverallQual
0.19
Foundation
0.18
CentralAir
0.17
GarageCars
0.16
FullBath
0.15
HeatingQC
0.14
Heating
0.13
SaleType
0.13
Electrical
0.12
GarageFinish
0.12
KitchenAbvGr
0.12
GarageCond
0.11

THESE FEATURES
GIVE INFORMATION
ON KitchenQual:
ExterQual
0.35
OverallQual
0.33
Neighborhood
0.30
BsmtQual
0.22
Foundation
0.19
GarageCars
0.18
HeatingQC
0.16
GarageFinish
0.14
BsmtFinType1
0.14
Exterior2nd
0.14
Exterior1st
0.13
FullBath
0.12
GarageType
0.11
FireplaceQu
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
KitchenQual
CORRELATION RATIO WITH...
SalePrice
0.68
YearRemodAdd
0.65
YearBuilt
0.55
GarageArea
0.48
TotalBsmtSF
0.44
GrLivArea
0.41
1stFlrSF
0.39
GarageYrBlt
0.30
TotRmsAbvGrd
0.29
MasVnrArea
0.28
OpenPorchSF
0.25
BsmtFinSF1
0.24
BsmtUnfSF
0.23
WoodDeckSF
0.22
TotRmsAbvGrd
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea
0.83
2ndFlrSF
0.61
SalePrice
0.54
1stFlrSF
0.39
LotFrontage
0.33
GarageArea
0.33
MasVnrArea
0.27
TotalBsmtSF
0.26
BsmtUnfSF
0.25
OpenPorchSF
0.22
YearRemodAdd
0.19
LotArea
0.17
WoodDeckSF
0.16
GarageYrBlt
0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
BedroomAbvGr
0.69
FullBath
0.56
HouseStyle
0.53
OverallQual
0.43
GarageCars
0.41
Neighborhood
0.40
FireplaceQu
0.36
HalfBath
0.34
Fireplaces
0.33
GarageType
0.30
ExterQual
0.30
BldgType
0.29
KitchenQual
0.29
KitchenAbvGr
0.26
MOST FREQUENT VALUES
6
402
27.6%
7
329
22.6%
5
275
18.9%
8
187
12.8%
4
97
6.7%
9
75
5.2%
10
45
3.1%
11
17
1.2%
3
17
1.2%
12
10
0.7%
14
1
<0.1%
2
1
<0.1%
SMALLEST VALUES
2
1
<0.1%
3
17
1.2%
4
97
6.7%
5
275
18.9%
6
402
27.6%
7
329
22.6%
8
187
12.8%
9
75
5.2%
10
45
3.1%
11
17
1.2%
12
10
0.7%
14
1
<0.1%
LARGEST VALUES
14
1
<0.1%
12
10
0.7%
11
17
1.2%
10
45
3.1%
9
75
5.2%
8
187
12.8%
7
329
22.6%
6
402
27.6%
5
275
18.9%
4
97
6.7%
3
17
1.2%
2
1
<0.1%
Functional
MISSING:
---
TOP CATEGORIES
Typ
1,356
93%
Min2
34
2%
Min1
31
2%
Mod
15
1%
Maj1
14
<1%
Maj2
5
<1%
Sev
1
<1%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Functional
PROVIDES INFORMATION ON...
RoofMatl
0.09
Heating
0.05
BsmtCond
0.05
MiscFeature
0.04
ExterCond
0.04
BsmtFinType2
0.03
Foundation
0.03
LandSlope
0.02
OverallCond
0.02
Electrical
0.02
Neighborhood
0.02
Exterior2nd
0.02
SaleType
0.02
GarageQual
0.02

THESE FEATURES
GIVE INFORMATION
ON Functional:
Neighborhood
0.18
Exterior2nd
0.12
BsmtFinType1
0.10
Exterior1st
0.10
OverallQual
0.09
OverallCond
0.09
Foundation
0.08
BsmtQual
0.07
BsmtFinType2
0.06
BsmtCond
0.06
MasVnrType
0.06
GarageType
0.05
KitchenQual
0.05
ExterQual
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Functional
CORRELATION RATIO WITH...
YearBuilt
0.19
BsmtFinSF2
0.15
SalePrice
0.13
LowQualFinSF
0.12
OpenPorchSF
0.12
GrLivArea
0.11
1stFlrSF
0.11
MasVnrArea
0.09
YearRemodAdd
0.09
BsmtUnfSF
0.09
GarageYrBlt
0.09
TotRmsAbvGrd
0.09
GarageArea
0.09
2ndFlrSF
0.08
Fireplaces
MISSING:
---
TOP CATEGORIES
0
690
47%
1
649
45%
2
113
8%
3
4
<1%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Fireplaces
PROVIDES INFORMATION ON...
FireplaceQu
0.56
PoolArea
0.14
Street
0.11
Condition2
0.11
Utilities
0.10
CentralAir
0.09
RoofMatl
0.09
KitchenAbvGr
0.08
GarageType
0.08
GarageCond
0.07
GarageQual
0.07
OverallQual
0.07
ExterQual
0.07
GarageFinish
0.07

THESE FEATURES
GIVE INFORMATION
ON Fireplaces:
FireplaceQu
0.75
Neighborhood
0.18
OverallQual
0.13
GarageType
0.10
GarageFinish
0.09
GarageCars
0.08
ExterQual
0.06
BsmtQual
0.06
KitchenQual
0.05
FullBath
0.05
Exterior1st
0.04
MSZoning
0.04
BldgType
0.04
Exterior2nd
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Fireplaces
CORRELATION RATIO WITH...
SalePrice
0.49
GrLivArea
0.46
1stFlrSF
0.40
TotRmsAbvGrd
0.33
TotalBsmtSF
0.33
GarageArea
0.30
LotArea
0.30
MasVnrArea
0.26
YearBuilt
0.26
BsmtFinSF1
0.25
WoodDeckSF
0.23
GarageYrBlt
0.21
YearRemodAdd
0.20
2ndFlrSF
0.20
FireplaceQu
MISSING:
690
(47%)
TOP CATEGORIES
Gd
378
49%
TA
312
41%
Fa
33
4%
Ex
23
3%
Po
20
3%
ALL
766
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FireplaceQu
PROVIDES INFORMATION ON...
Fireplaces
0.75
PoolArea
0.37
Utilities
0.16
Condition2
0.12
ExterQual
0.10
CentralAir
0.10
OverallQual
0.10
GarageCars
0.10
RoofMatl
0.09
BsmtQual
0.09
KitchenQual
0.09
GarageType
0.09
Neighborhood
0.09
GarageCond
0.09

THESE FEATURES
GIVE INFORMATION
ON FireplaceQu:
Fireplaces
0.56
Neighborhood
0.21
OverallQual
0.14
GarageCars
0.09
BsmtQual
0.08
GarageType
0.08
GarageFinish
0.07
KitchenQual
0.07
Exterior1st
0.07
ExterQual
0.07
Exterior2nd
0.06
MasVnrType
0.05
FullBath
0.05
BsmtFinType1
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FireplaceQu
CORRELATION RATIO WITH...
SalePrice
0.54
GrLivArea
0.50
1stFlrSF
0.42
TotalBsmtSF
0.37
TotRmsAbvGrd
0.36
GarageArea
0.34
MasVnrArea
0.28
2ndFlrSF
0.25
YearBuilt
0.24
WoodDeckSF
0.24
BsmtFinSF1
0.23
BsmtUnfSF
0.23
GarageYrBlt
0.21
YearRemodAdd
0.21
GarageType
MISSING:
81
(6%)
TOP CATEGORIES
Attchd
867
63%
Detchd
387
28%
BuiltIn
87
6%
Basment
19
1%
CarPort
9
<1%
2Types
6
<1%
ALL
1,375
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageType
PROVIDES INFORMATION ON...
GarageCond
0.61
GarageQual
0.56
Utilities
0.53
GarageFinish
0.35
GarageCars
0.25
CentralAir
0.25
Street
0.23
PavedDrive
0.20
Heating
0.17
Condition2
0.16
KitchenAbvGr
0.15
ExterQual
0.15
Alley
0.15
Foundation
0.13

THESE FEATURES
GIVE INFORMATION
ON GarageType:
GarageFinish
0.39
Neighborhood
0.29
GarageCars
0.25
GarageCond
0.23
GarageQual
0.22
OverallQual
0.15
Exterior2nd
0.13
Foundation
0.13
Exterior1st
0.12
BsmtQual
0.12
HouseStyle
0.11
ExterQual
0.11
KitchenQual
0.09
FireplaceQu
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageType
CORRELATION RATIO WITH...
GarageYrBlt
1.00
YearBuilt
0.60
GarageArea
0.60
SalePrice
0.51
TotalBsmtSF
0.42
1stFlrSF
0.40
YearRemodAdd
0.39
GrLivArea
0.39
2ndFlrSF
0.38
TotRmsAbvGrd
0.30
BsmtFinSF1
0.29
WoodDeckSF
0.27
MasVnrArea
0.25
EnclosedPorch
0.20
GarageYrBlt
MISSING:
81
(6%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
YearBuilt
0.83
YearRemodAdd
0.64
GarageArea
0.56
SalePrice
0.50
TotalBsmtSF
0.33
EnclosedPorch
-0.30
MasVnrArea
0.25
1stFlrSF
0.23
GrLivArea
0.23
OpenPorchSF
0.22
WoodDeckSF
0.22
BsmtUnfSF
0.19
BsmtFinSF1
0.15
TotRmsAbvGrd
0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageCars
1.00
GarageFinish
1.00
GarageType
1.00
GarageQual
1.00
GarageCond
1.00
Neighborhood
0.36
OverallQual
0.35
PavedDrive
0.35
KitchenQual
0.30
ExterQual
0.27
CentralAir
0.27
BldgType
0.23
ExterCond
0.23
OverallCond
0.22
MOST FREQUENT VALUES
2005.0
65
4.7%
2006.0
59
4.3%
2004.0
53
3.9%
2003.0
50
3.6%
2007.0
48
3.5%
1977.0
35
2.5%
1998.0
31
2.3%
1999.0
30
2.2%
1976.0
29
2.1%
2008.0
28
2.0%
2000.0
27
2.0%
1968.0
26
1.9%
2002.0
26
1.9%
1950.0
24
1.7%
1993.0
22
1.6%
SMALLEST VALUES
1900.0
1
<0.1%
1906.0
1
<0.1%
1908.0
1
<0.1%
1910.0
3
0.2%
1914.0
2
0.1%
1915.0
2
0.1%
1916.0
5
0.4%
1918.0
2
0.1%
1920.0
14
1.0%
1921.0
3
0.2%
1922.0
5
0.4%
1923.0
3
0.2%
1924.0
3
0.2%
1925.0
10
0.7%
1926.0
6
0.4%
LARGEST VALUES
2010.0
3
0.2%
2009.0
21
1.5%
2008.0
28
2.0%
2007.0
48
3.5%
2006.0
59
4.3%
2005.0
65
4.7%
2004.0
53
3.9%
2003.0
50
3.6%
2002.0
26
1.9%
2001.0
20
1.5%
2000.0
27
2.0%
1999.0
30
2.2%
1998.0
31
2.3%
1997.0
19
1.4%
1996.0
19
1.4%
GarageFinish
MISSING:
81
(6%)
TOP CATEGORIES
Unf
605
44%
RFn
422
31%
Fin
348
25%
ALL
1,375
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageFinish
PROVIDES INFORMATION ON...
GarageCond
0.59
GarageQual
0.55
GarageType
0.39
GarageCars
0.29
CentralAir
0.22
ExterQual
0.21
BsmtQual
0.17
PavedDrive
0.16
Foundation
0.15
Utilities
0.15
KitchenQual
0.14
FullBath
0.14
PoolArea
0.14
KitchenAbvGr
0.13

THESE FEATURES
GIVE INFORMATION
ON GarageFinish:
GarageType
0.35
GarageCars
0.26
Neighborhood
0.25
GarageQual
0.20
GarageCond
0.19
OverallQual
0.17
BsmtQual
0.15
ExterQual
0.14
Foundation
0.13
KitchenQual
0.12
Exterior2nd
0.11
Exterior1st
0.11
FullBath
0.09
HeatingQC
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageFinish
CORRELATION RATIO WITH...
GarageYrBlt
1.00
YearBuilt
0.63
GarageArea
0.63
SalePrice
0.56
YearRemodAdd
0.47
TotalBsmtSF
0.39
GrLivArea
0.35
1stFlrSF
0.34
MasVnrArea
0.28
WoodDeckSF
0.25
BsmtFinSF1
0.25
TotRmsAbvGrd
0.24
OpenPorchSF
0.22
EnclosedPorch
0.19
GarageCars
MISSING:
---
TOP CATEGORIES
2
823
57%
1
369
25%
3
178
12%
0
81
6%
4
5
<1%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageCars
PROVIDES INFORMATION ON...
GarageCond
0.56
GarageQual
0.53
GarageFinish
0.26
GarageType
0.25
ExterQual
0.24
FullBath
0.21
BsmtQual
0.20
KitchenQual
0.18
OverallQual
0.17
Foundation
0.14
PavedDrive
0.14
SaleType
0.13
CentralAir
0.12
Neighborhood
0.11

THESE FEATURES
GIVE INFORMATION
ON GarageCars:
Neighborhood
0.29
GarageFinish
0.29
OverallQual
0.26
GarageType
0.25
GarageQual
0.21
GarageCond
0.21
BsmtQual
0.20
ExterQual
0.17
KitchenQual
0.16
FullBath
0.16
Foundation
0.14
Exterior1st
0.12
Exterior2nd
0.12
BsmtFinType1
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageCars
CORRELATION RATIO WITH...
GarageYrBlt
1.00
GarageArea
0.89
SalePrice
0.71
YearBuilt
0.57
GrLivArea
0.50
TotalBsmtSF
0.49
1stFlrSF
0.48
YearRemodAdd
0.46
MasVnrArea
0.41
TotRmsAbvGrd
0.41
BsmtUnfSF
0.28
OpenPorchSF
0.25
LotFrontage
0.24
WoodDeckSF
0.23
GarageArea
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
SalePrice
0.64
GarageYrBlt
0.56
YearBuilt
0.48
1stFlrSF
0.47
TotalBsmtSF
0.47
GrLivArea
0.45
YearRemodAdd
0.37
MasVnrArea
0.36
TotRmsAbvGrd
0.33
LotFrontage
0.32
BsmtFinSF1
0.27
OpenPorchSF
0.23
WoodDeckSF
0.22
BsmtUnfSF
0.18

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageCars
0.89
GarageFinish
0.63
GarageType
0.60
Neighborhood
0.58
OverallQual
0.57
GarageQual
0.57
GarageCond
0.56
ExterQual
0.49
KitchenQual
0.48
BsmtQual
0.48
FullBath
0.41
Foundation
0.40
MasVnrType
0.38
Exterior1st
0.35
MOST FREQUENT VALUES
0
81
5.6%
440
49
3.4%
576
47
3.2%
240
38
2.6%
484
34
2.3%
528
33
2.3%
288
27
1.9%
400
25
1.7%
264
24
1.6%
480
24
1.6%
308
20
1.4%
420
19
1.3%
280
16
1.1%
672
15
1.0%
504
12
0.8%
SMALLEST VALUES
0
81
5.6%
160
2
0.1%
164
1
<0.1%
180
9
0.6%
186
1
<0.1%
189
1
<0.1%
192
1
<0.1%
198
1
<0.1%
200
4
0.3%
205
3
0.2%
208
1
<0.1%
210
3
0.2%
213
1
<0.1%
216
12
0.8%
220
3
0.2%
LARGEST VALUES
1390
1
<0.1%
1356
1
<0.1%
1248
1
<0.1%
1220
1
<0.1%
1166
1
<0.1%
1134
1
<0.1%
1069
1
<0.1%
1053
1
<0.1%
1052
2
0.1%
1043
1
<0.1%
1025
1
<0.1%
1020
1
<0.1%
1014
1
<0.1%
995
1
<0.1%
983
1
<0.1%
GarageQual
MISSING:
81
(6%)
TOP CATEGORIES
TA
1,307
95%
Fa
48
3%
Gd
14
1%
Po
3
<1%
Ex
3
<1%
ALL
1,375
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageQual
PROVIDES INFORMATION ON...
GarageCond
0.71
GarageType
0.22
GarageCars
0.21
GarageFinish
0.20
Condition2
0.14
PavedDrive
0.14
CentralAir
0.13
PoolArea
0.12
Heating
0.11
KitchenAbvGr
0.08
Electrical
0.06
Foundation
0.05
KitchenQual
0.05
ExterQual
0.05

THESE FEATURES
GIVE INFORMATION
ON GarageQual:
GarageCond
0.65
GarageType
0.56
GarageFinish
0.55
GarageCars
0.53
Neighborhood
0.25
OverallQual
0.14
Foundation
0.12
PavedDrive
0.11
KitchenQual
0.10
Exterior1st
0.09
BsmtQual
0.09
Exterior2nd
0.09
ExterQual
0.09
MasVnrType
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageQual
CORRELATION RATIO WITH...
GarageYrBlt
1.00
GarageArea
0.57
YearBuilt
0.40
SalePrice
0.29
LowQualFinSF
0.23
YearRemodAdd
0.20
TotalBsmtSF
0.20
1stFlrSF
0.20
BsmtFinSF1
0.18
GrLivArea
0.17
MasVnrArea
0.17
EnclosedPorch
0.14
WoodDeckSF
0.14
ScreenPorch
0.12
GarageCond
MISSING:
81
(6%)
TOP CATEGORIES
TA
1,322
96%
Fa
35
3%
Gd
9
<1%
Po
7
<1%
Ex
2
<1%
ALL
1,375
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
GarageCond
PROVIDES INFORMATION ON...
GarageQual
0.65
GarageType
0.23
GarageCars
0.21
GarageFinish
0.19
PavedDrive
0.16
CentralAir
0.15
Heating
0.14
PoolArea
0.13
KitchenAbvGr
0.08
Electrical
0.07
BsmtCond
0.05
RoofMatl
0.05
ExterQual
0.05
Condition2
0.05

THESE FEATURES
GIVE INFORMATION
ON GarageCond:
GarageQual
0.71
GarageType
0.61
GarageFinish
0.59
GarageCars
0.56
Neighborhood
0.24
OverallQual
0.15
PavedDrive
0.13
KitchenQual
0.11
ExterQual
0.10
Exterior1st
0.10
BsmtQual
0.09
CentralAir
0.09
Foundation
0.09
FireplaceQu
0.09

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
GarageCond
CORRELATION RATIO WITH...
GarageYrBlt
1.00
GarageArea
0.56
YearBuilt
0.37
SalePrice
0.29
YearRemodAdd
0.21
TotalBsmtSF
0.21
1stFlrSF
0.20
GrLivArea
0.18
BsmtFinSF1
0.17
WoodDeckSF
0.17
LowQualFinSF
0.17
EnclosedPorch
0.15
MasVnrArea
0.15
TotRmsAbvGrd
0.11
PavedDrive
MISSING:
---
TOP CATEGORIES
Y
1,336
92%
N
90
6%
P
30
2%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
PavedDrive
PROVIDES INFORMATION ON...
CentralAir
0.13
GarageCond
0.13
GarageQual
0.11
Heating
0.08
Alley
0.07
Electrical
0.06
GarageType
0.06
MSZoning
0.05
KitchenAbvGr
0.05
Condition2
0.05
GarageFinish
0.04
BsmtCond
0.04
GarageCars
0.04
ExterQual
0.04

THESE FEATURES
GIVE INFORMATION
ON PavedDrive:
Neighborhood
0.30
GarageType
0.20
GarageFinish
0.16
GarageCond
0.16
GarageQual
0.14
GarageCars
0.14
BsmtFinType1
0.13
Foundation
0.13
BsmtQual
0.12
Exterior1st
0.12
MSZoning
0.11
Exterior2nd
0.11
ExterQual
0.10
MasVnrType
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
PavedDrive
CORRELATION RATIO WITH...
YearBuilt
0.43
GarageYrBlt
0.35
GarageArea
0.29
SalePrice
0.24
TotalBsmtSF
0.22
EnclosedPorch
0.20
BsmtFinSF1
0.20
YearRemodAdd
0.19
1stFlrSF
0.17
MasVnrArea
0.15
WoodDeckSF
0.12
GrLivArea
0.08
LowQualFinSF
0.08
MSSubClass
0.07
WoodDeckSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
SalePrice
0.32
GrLivArea
0.24
1stFlrSF
0.23
TotalBsmtSF
0.23
YearBuilt
0.22
GarageYrBlt
0.22
GarageArea
0.22
YearRemodAdd
0.20
BsmtFinSF1
0.20
LotArea
0.17
TotRmsAbvGrd
0.16
MasVnrArea
0.15
EnclosedPorch
-0.13
2ndFlrSF
0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.33
GarageType
0.27
BsmtQual
0.27
GarageFinish
0.25
OverallQual
0.25
BsmtExposure
0.25
FireplaceQu
0.24
GarageCars
0.23
Fireplaces
0.23
KitchenQual
0.22
FullBath
0.22
BsmtFinType1
0.21
Exterior1st
0.21
Exterior2nd
0.20
MOST FREQUENT VALUES
0
761
52.3%
192
38
2.6%
100
36
2.5%
144
33
2.3%
120
31
2.1%
168
28
1.9%
140
15
1.0%
224
14
1.0%
240
10
0.7%
208
9
0.6%
216
9
0.6%
160
8
0.5%
180
8
0.5%
132
6
0.4%
96
6
0.4%
SMALLEST VALUES
0
761
52.3%
12
2
0.1%
24
2
0.1%
26
2
0.1%
28
2
0.1%
30
1
<0.1%
32
1
<0.1%
33
1
<0.1%
35
1
<0.1%
36
4
0.3%
38
2
0.1%
40
3
0.2%
42
1
<0.1%
44
1
<0.1%
45
1
<0.1%
LARGEST VALUES
857
1
<0.1%
736
1
<0.1%
728
1
<0.1%
670
1
<0.1%
668
1
<0.1%
635
1
<0.1%
586
1
<0.1%
576
1
<0.1%
574
1
<0.1%
550
1
<0.1%
536
1
<0.1%
519
1
<0.1%
517
1
<0.1%
511
1
<0.1%
509
1
<0.1%
OpenPorchSF
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
SalePrice
0.33
GrLivArea
0.31
GarageArea
0.23
GarageYrBlt
0.22
YearRemodAdd
0.22
TotRmsAbvGrd
0.22
TotalBsmtSF
0.22
2ndFlrSF
0.20
YearBuilt
0.18
1stFlrSF
0.18
BsmtUnfSF
0.13
LotFrontage
0.12
MasVnrArea
0.11
EnclosedPorch
-0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.32
OverallQual
0.31
ExterQual
0.28
BsmtQual
0.27
FullBath
0.25
KitchenQual
0.25
GarageCars
0.25
HouseStyle
0.24
Foundation
0.23
Exterior2nd
0.23
GarageFinish
0.22
Exterior1st
0.22
HalfBath
0.22
MSZoning
0.20
MOST FREQUENT VALUES
0
656
45.1%
36
29
2.0%
48
22
1.5%
20
21
1.4%
40
19
1.3%
45
19
1.3%
24
16
1.1%
30
16
1.1%
60
15
1.0%
39
14
1.0%
28
14
1.0%
54
13
0.9%
44
13
0.9%
72
12
0.8%
50
12
0.8%
SMALLEST VALUES
0
656
45.1%
4
1
<0.1%
8
1
<0.1%
10
1
<0.1%
11
1
<0.1%
12
3
0.2%
15
1
<0.1%
16
8
0.5%
17
2
0.1%
18
5
0.3%
20
21
1.4%
21
5
0.3%
22
6
0.4%
23
2
0.1%
24
16
1.1%
LARGEST VALUES
547
1
<0.1%
523
1
<0.1%
502
1
<0.1%
418
1
<0.1%
364
1
<0.1%
341
1
<0.1%
319
1
<0.1%
312
2
0.1%
304
1
<0.1%
291
1
<0.1%
288
1
<0.1%
287
1
<0.1%
285
1
<0.1%
282
1
<0.1%
274
1
<0.1%
EnclosedPorch
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
YearBuilt
-0.39
GarageYrBlt
-0.30
YearRemodAdd
-0.19
SalePrice
-0.13
WoodDeckSF
-0.13
GarageArea
-0.12
MasVnrArea
-0.11
BsmtFinSF1
-0.10
TotalBsmtSF
-0.10
OpenPorchSF
-0.09
ScreenPorch
-0.08
2ndFlrSF
0.07
1stFlrSF
-0.06
LowQualFinSF
0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Neighborhood
0.39
Exterior1st
0.33
Exterior2nd
0.32
Foundation
0.31
BsmtQual
0.25
HouseStyle
0.23
MSZoning
0.23
PoolArea
0.23
PavedDrive
0.20
GarageType
0.20
OverallCond
0.20
GarageFinish
0.19
GarageCars
0.19
Alley
0.19
MOST FREQUENT VALUES
0
1,248
85.7%
112
15
1.0%
96
6
0.4%
120
5
0.3%
144
5
0.3%
192
5
0.3%
216
5
0.3%
252
4
0.3%
116
4
0.3%
156
4
0.3%
126
3
0.2%
228
3
0.2%
128
3
0.2%
184
3
0.2%
102
3
0.2%
SMALLEST VALUES
0
1,248
85.7%
19
1
<0.1%
20
1
<0.1%
24
1
<0.1%
30
1
<0.1%
32
2
0.1%
34
2
0.1%
36
2
0.1%
37
1
<0.1%
39
2
0.1%
40
3
0.2%
42
1
<0.1%
44
1
<0.1%
48
1
<0.1%
50
1
<0.1%
LARGEST VALUES
552
1
<0.1%
386
1
<0.1%
330
1
<0.1%
318
1
<0.1%
301
1
<0.1%
294
1
<0.1%
293
1
<0.1%
291
1
<0.1%
286
1
<0.1%
280
1
<0.1%
275
1
<0.1%
272
1
<0.1%
268
1
<0.1%
264
2
0.1%
259
1
<0.1%
3SsnPorch
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
LotFrontage
0.08
1stFlrSF
0.06
SalePrice
0.05
YearRemodAdd
0.05
MSSubClass
-0.04
TotalBsmtSF
0.04
EnclosedPorch
-0.04
GarageArea
0.04
WoodDeckSF
-0.03
YearBuilt
0.03
ScreenPorch
-0.03
BsmtFinSF2
-0.03
BsmtFinSF1
0.03
MoSold
0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Condition1
0.19
Foundation
0.16
RoofMatl
0.11
Neighborhood
0.11
GarageFinish
0.09
Exterior1st
0.09
Exterior2nd
0.09
GarageType
0.08
BsmtFinType1
0.08
GarageCars
0.07
LotConfig
0.07
OverallQual
0.06
GarageQual
0.06
BedroomAbvGr
0.06
MOST FREQUENT VALUES
0
1,432
98.4%
168
3
0.2%
216
2
0.1%
144
2
0.1%
180
2
0.1%
245
1
<0.1%
238
1
<0.1%
290
1
<0.1%
196
1
<0.1%
182
1
<0.1%
407
1
<0.1%
304
1
<0.1%
162
1
<0.1%
153
1
<0.1%
320
1
<0.1%
SMALLEST VALUES
0
1,432
98.4%
23
1
<0.1%
96
1
<0.1%
130
1
<0.1%
140
1
<0.1%
144
2
0.1%
153
1
<0.1%
162
1
<0.1%
168
3
0.2%
180
2
0.1%
182
1
<0.1%
196
1
<0.1%
216
2
0.1%
238
1
<0.1%
245
1
<0.1%
LARGEST VALUES
508
1
<0.1%
407
1
<0.1%
320
1
<0.1%
304
1
<0.1%
290
1
<0.1%
245
1
<0.1%
238
1
<0.1%
216
2
0.1%
196
1
<0.1%
182
1
<0.1%
180
2
0.1%
168
3
0.2%
162
1
<0.1%
153
1
<0.1%
144
2
0.1%
ScreenPorch
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
SalePrice
0.12
GrLivArea
0.11
1stFlrSF
0.10
TotalBsmtSF
0.09
BsmtFinSF2
0.09
EnclosedPorch
-0.08
OpenPorchSF
0.08
GarageYrBlt
-0.07
WoodDeckSF
-0.07
BsmtFinSF1
0.07
MasVnrArea
0.07
TotRmsAbvGrd
0.06
GarageArea
0.05
YearBuilt
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MiscFeature
0.20
PoolArea
0.20
Fireplaces
0.19
Neighborhood
0.17
Exterior2nd
0.16
FireplaceQu
0.16
Exterior1st
0.14
GarageQual
0.12
RoofMatl
0.11
RoofStyle
0.11
OverallQual
0.11
BedroomAbvGr
0.10
Utilities
0.10
OverallCond
0.09
MOST FREQUENT VALUES
0
1,340
92.0%
192
6
0.4%
224
5
0.3%
120
5
0.3%
189
4
0.3%
180
4
0.3%
160
3
0.2%
168
3
0.2%
144
3
0.2%
126
3
0.2%
147
3
0.2%
90
3
0.2%
200
2
0.1%
198
2
0.1%
216
2
0.1%
SMALLEST VALUES
0
1,340
92.0%
40
1
<0.1%
53
1
<0.1%
60
1
<0.1%
63
1
<0.1%
80
1
<0.1%
90
3
0.2%
95
1
<0.1%
99
1
<0.1%
100
2
0.1%
116
1
<0.1%
119
1
<0.1%
120
5
0.3%
122
1
<0.1%
126
3
0.2%
LARGEST VALUES
480
1
<0.1%
440
1
<0.1%
410
1
<0.1%
396
1
<0.1%
385
1
<0.1%
374
1
<0.1%
322
1
<0.1%
312
1
<0.1%
291
1
<0.1%
288
2
0.1%
287
1
<0.1%
276
1
<0.1%
273
1
<0.1%
271
1
<0.1%
266
1
<0.1%
PoolArea
MISSING:
---
TOP CATEGORIES
0
1,451
>99%
738
1
<1%
648
1
<1%
576
1
<1%
519
1
<1%
512
1
<1%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
PoolArea
PROVIDES INFORMATION ON...
MiscFeature
0.03
RoofMatl
0.03
Fence
0.01
BsmtFinType2
0.01
BsmtHalfBath
0.01
GarageCond
0.01
Condition1
0.01
FireplaceQu
0.01
SaleCondition
0.01
GarageQual
0.01
RoofStyle
0.01
ExterCond
0.01
FullBath
0.01
HeatingQC
0.01

THESE FEATURES
GIVE INFORMATION
ON PoolArea:
Fence
0.37
FireplaceQu
0.37
Neighborhood
0.34
Exterior1st
0.33
Exterior2nd
0.32
BsmtFinType2
0.26
HouseStyle
0.23
BedroomAbvGr
0.23
OverallCond
0.22
HeatingQC
0.21
BsmtFinType1
0.21
MiscFeature
0.20
SaleCondition
0.20
Condition1
0.19

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
PoolArea
CORRELATION RATIO WITH...
EnclosedPorch
0.23
LowQualFinSF
0.21
ScreenPorch
0.20
GrLivArea
0.12
WoodDeckSF
0.11
LotFrontage
0.10
MiscVal
0.10
TotRmsAbvGrd
0.10
2ndFlrSF
0.10
BsmtFinSF2
0.09
OpenPorchSF
0.09
MoSold
0.06
BsmtFinSF1
0.05
BsmtUnfSF
0.05
PoolQC
MISSING:
1,451
(>99%)
2
40%
-
-
Gd
2
40%
-
-
Fa
1
20%
-
-
Ex
Fence
MISSING:
1,176
(81%)
TOP CATEGORIES
MnPrv
156
56%
GdPrv
59
21%
GdWo
54
19%
MnWw
11
4%
ALL
280
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Fence
PROVIDES INFORMATION ON...
PoolArea
0.37
Condition2
0.07
ExterQual
0.06
MiscFeature
0.05
RoofMatl
0.05
BsmtQual
0.04
SaleType
0.04
Foundation
0.04
FullBath
0.04
SaleCondition
0.04
Street
0.03
Functional
0.03
Neighborhood
0.03
OverallQual
0.03

THESE FEATURES
GIVE INFORMATION
ON Fence:
Neighborhood
0.13
OverallQual
0.08
ExterQual
0.07
BsmtQual
0.07
Exterior1st
0.07
Exterior2nd
0.07
Foundation
0.07
OverallCond
0.05
GarageCars
0.05
FullBath
0.05
BsmtFinType1
0.05
HouseStyle
0.04
KitchenQual
0.04
HeatingQC
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Fence
CORRELATION RATIO WITH...
YearBuilt
0.23
SalePrice
0.20
YearRemodAdd
0.18
GrLivArea
0.17
GarageArea
0.16
BsmtUnfSF
0.16
2ndFlrSF
0.13
TotalBsmtSF
0.13
TotRmsAbvGrd
0.12
BsmtFinSF2
0.12
MSSubClass
0.12
MasVnrArea
0.11
1stFlrSF
0.09
OpenPorchSF
0.08
MiscFeature
MISSING:
1,402
(96%)
TOP CATEGORIES
Shed
49
91%
Gar2
2
4%
Othr
2
4%
TenC
1
2%
ALL
54
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
MiscFeature
PROVIDES INFORMATION ON...
PoolArea
0.20
Street
0.16
Condition2
0.08
Functional
0.02
ExterCond
0.01
Fence
0.01
KitchenAbvGr
0.01
BsmtFinType2
0.01
BldgType
0.01
Foundation
0.01
SaleType
0.01
RoofStyle
0.01
ExterQual
0.01
KitchenQual
0.01

THESE FEATURES
GIVE INFORMATION
ON MiscFeature:
Neighborhood
0.12
Exterior2nd
0.09
Exterior1st
0.07
Foundation
0.07
BsmtFinType1
0.06
OverallQual
0.06
KitchenQual
0.05
OverallCond
0.05
Fence
0.05
ExterQual
0.05
FireplaceQu
0.05
BsmtQual
0.05
YrSold
0.04
BldgType
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MiscFeature
CORRELATION RATIO WITH...
MiscVal
0.94
ScreenPorch
0.20
LotArea
0.11
TotRmsAbvGrd
0.11
YearRemodAdd
0.10
GrLivArea
0.09
TotalBsmtSF
0.09
LowQualFinSF
0.09
SalePrice
0.09
YearBuilt
0.08
BsmtFinSF2
0.08
GarageYrBlt
0.07
MSSubClass
0.07
2ndFlrSF
0.07
MiscVal
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
LotArea
0.04
YearBuilt
-0.03
GarageYrBlt
-0.03
ScreenPorch
0.03
MasVnrArea
-0.03
GarageArea
-0.03
TotRmsAbvGrd
0.03
BsmtUnfSF
-0.02
SalePrice
-0.02
1stFlrSF
-0.02
EnclosedPorch
0.02
OpenPorchSF
-0.02
TotalBsmtSF
-0.02
2ndFlrSF
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
MiscFeature
0.94
Condition2
0.44
RoofStyle
0.31
HalfBath
0.12
PoolArea
0.10
OverallCond
0.10
Neighborhood
0.09
Foundation
0.09
BsmtExposure
0.09
ExterCond
0.08
Functional
0.08
BsmtFinType1
0.08
Exterior2nd
0.08
Exterior1st
0.08
MOST FREQUENT VALUES
0
1,404
96.4%
400
11
0.8%
500
8
0.5%
700
5
0.3%
450
4
0.3%
2000
4
0.3%
600
4
0.3%
1200
2
0.1%
480
2
0.1%
1150
1
<0.1%
800
1
<0.1%
15500
1
<0.1%
620
1
<0.1%
3500
1
<0.1%
560
1
<0.1%
SMALLEST VALUES
0
1,404
96.4%
54
1
<0.1%
350
1
<0.1%
400
11
0.8%
450
4
0.3%
480
2
0.1%
500
8
0.5%
560
1
<0.1%
600
4
0.3%
620
1
<0.1%
700
5
0.3%
800
1
<0.1%
1150
1
<0.1%
1200
2
0.1%
1300
1
<0.1%
LARGEST VALUES
15500
1
<0.1%
8300
1
<0.1%
3500
1
<0.1%
2500
1
<0.1%
2000
4
0.3%
1400
1
<0.1%
1300
1
<0.1%
1200
2
0.1%
1150
1
<0.1%
800
1
<0.1%
700
5
0.3%
620
1
<0.1%
600
4
0.3%
560
1
<0.1%
500
8
0.5%
MoSold
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
OpenPorchSF
0.07
GrLivArea
0.07
SalePrice
0.06
1stFlrSF
0.05
TotRmsAbvGrd
0.04
2ndFlrSF
0.04
BsmtUnfSF
0.04
GarageArea
0.03
TotalBsmtSF
0.03
EnclosedPorch
-0.03
3SsnPorch
0.03
LotFrontage
0.03
WoodDeckSF
0.02
ScreenPorch
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
YrSold
0.28
OverallQual
0.14
Neighborhood
0.14
SaleType
0.13
SaleCondition
0.10
Fireplaces
0.09
Exterior1st
0.08
LandContour
0.08
Functional
0.08
RoofMatl
0.08
BedroomAbvGr
0.08
Exterior2nd
0.08
BldgType
0.07
FireplaceQu
0.07
MOST FREQUENT VALUES
6
253
17.4%
7
233
16.0%
5
204
14.0%
4
141
9.7%
8
122
8.4%
3
106
7.3%
10
88
6.0%
11
79
5.4%
9
63
4.3%
12
59
4.1%
1
56
3.8%
2
52
3.6%
SMALLEST VALUES
1
56
3.8%
2
52
3.6%
3
106
7.3%
4
141
9.7%
5
204
14.0%
6
253
17.4%
7
233
16.0%
8
122
8.4%
9
63
4.3%
10
88
6.0%
11
79
5.4%
12
59
4.1%
LARGEST VALUES
12
59
4.1%
11
79
5.4%
10
88
6.0%
9
63
4.3%
8
122
8.4%
7
233
16.0%
6
253
17.4%
5
204
14.0%
4
141
9.7%
3
106
7.3%
2
52
3.6%
1
56
3.8%
YrSold
MISSING:
---
TOP CATEGORIES
2009
338
23%
2007
326
22%
2006
314
22%
2008
303
21%
2010
175
12%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
YrSold
PROVIDES INFORMATION ON...
PoolArea
0.19
Utilities
0.18
Condition2
0.12
Street
0.10
RoofMatl
0.07
Heating
0.07
SaleType
0.05
MiscFeature
0.04
Functional
0.04
SaleCondition
0.03
GarageQual
0.02
BsmtCond
0.02
GarageCond
0.02
BsmtHalfBath
0.02

THESE FEATURES
GIVE INFORMATION
ON YrSold:
Neighborhood
0.02
SaleType
0.02
Exterior2nd
0.01
SaleCondition
0.01
Exterior1st
0.01
OverallCond
0.01
Functional
0.01
OverallQual
0.01
BedroomAbvGr
0.01
Foundation
0.01
Condition1
0.01
GarageQual
0.01
BsmtCond
0.01
GarageCond
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
YrSold
CORRELATION RATIO WITH...
MoSold
0.28
BsmtUnfSF
0.09
MiscVal
0.07
OpenPorchSF
0.06
YearRemodAdd
0.06
WoodDeckSF
0.06
MSSubClass
0.06
3SsnPorch
0.06
1stFlrSF
0.05
TotRmsAbvGrd
0.05
GarageYrBlt
0.05
BsmtFinSF1
0.05
GarageArea
0.05
BsmtFinSF2
0.05
SaleType
MISSING:
---
TOP CATEGORIES
WD
1,265
87%
New
120
8%
COD
43
3%
ConLD
9
<1%
ConLI
5
<1%
ConLw
5
<1%
CWD
4
<1%
Oth
3
<1%
Con
2
<1%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
SaleType
PROVIDES INFORMATION ON...
SaleCondition
0.47
Utilities
0.43
ExterQual
0.10
Street
0.08
BsmtQual
0.08
Foundation
0.08
KitchenQual
0.07
Condition2
0.06
GarageCars
0.06
Heating
0.05
HeatingQC
0.05
Neighborhood
0.05
Exterior1st
0.05
Exterior2nd
0.05

THESE FEATURES
GIVE INFORMATION
ON SaleType:
SaleCondition
0.58
Neighborhood
0.26
Exterior2nd
0.17
Exterior1st
0.17
BsmtQual
0.16
OverallQual
0.15
Foundation
0.15
ExterQual
0.15
GarageCars
0.13
KitchenQual
0.13
OverallCond
0.11
HeatingQC
0.10
GarageFinish
0.10
BsmtFinType1
0.10

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
SaleType
CORRELATION RATIO WITH...
SalePrice
0.39
YearBuilt
0.35
YearRemodAdd
0.35
GarageArea
0.30
BsmtUnfSF
0.26
TotalBsmtSF
0.25
1stFlrSF
0.22
LotFrontage
0.18
OpenPorchSF
0.17
GarageYrBlt
0.16
MasVnrArea
0.16
GrLivArea
0.16
TotRmsAbvGrd
0.15
BsmtFinSF2
0.14
SaleCondition
MISSING:
---
TOP CATEGORIES
Normal
1,197
82%
Partial
123
8%
Abnorml
100
7%
Family
20
1%
Alloca
12
<1%
AdjLand
4
<1%
ALL
1,456
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
SaleCondition
PROVIDES INFORMATION ON...
SaleType
0.58
Utilities
0.32
PoolArea
0.20
KitchenAbvGr
0.10
ExterQual
0.09
Street
0.08
BsmtQual
0.08
KitchenQual
0.07
Foundation
0.07
GarageCars
0.06
Condition2
0.06
HeatingQC
0.05
FullBath
0.05
RoofMatl
0.05

THESE FEATURES
GIVE INFORMATION
ON SaleCondition:
SaleType
0.47
Neighborhood
0.20
Exterior1st
0.13
Exterior2nd
0.13
BsmtQual
0.13
ExterQual
0.11
GarageCars
0.11
Foundation
0.11
OverallQual
0.10
KitchenQual
0.10
HeatingQC
0.09
GarageFinish
0.08
OverallCond
0.08
BsmtFinType1
0.08

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
SaleCondition
CORRELATION RATIO WITH...
SalePrice
0.39
YearBuilt
0.36
YearRemodAdd
0.34
GarageArea
0.31
TotalBsmtSF
0.26
BsmtUnfSF
0.26
1stFlrSF
0.22
GarageYrBlt
0.20
LotFrontage
0.17
GrLivArea
0.16
TotRmsAbvGrd
0.16
OpenPorchSF
0.16
MasVnrArea
0.15
EnclosedPorch
0.13
SalePrice
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea
0.72
TotalBsmtSF
0.65
GarageArea
0.64
1stFlrSF
0.63
TotRmsAbvGrd
0.54
YearBuilt
0.54
YearRemodAdd
0.52
GarageYrBlt
0.50
MasVnrArea
0.48
BsmtFinSF1
0.40
LotFrontage
0.36
OpenPorchSF
0.33
WoodDeckSF
0.32
2ndFlrSF
0.30

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallQual
0.84
Neighborhood
0.74
GarageCars
0.71
ExterQual
0.70
BsmtQual
0.69
KitchenQual
0.68
FullBath
0.57
GarageFinish
0.56
FireplaceQu
0.54
Foundation
0.51
GarageType
0.51
Fireplaces
0.49
BsmtFinType1
0.46
MasVnrType
0.45
MOST FREQUENT VALUES
140000
20
1.4%
135000
17
1.2%
155000
14
1.0%
145000
14
1.0%
190000
13
0.9%
110000
13
0.9%
115000
12
0.8%
139000
11
0.8%
160000
11
0.8%
130000
11
0.8%
180000
10
0.7%
125000
10
0.7%
144000
10
0.7%
185000
10
0.7%
143000
10
0.7%
SMALLEST VALUES
34900
1
<0.1%
35311
1
<0.1%
37900
1
<0.1%
39300
1
<0.1%
40000
1
<0.1%
52000
1
<0.1%
52500
1
<0.1%
55000
2
0.1%
55993
1
<0.1%
58500
1
<0.1%
60000
3
0.2%
61000
1
<0.1%
62383
1
<0.1%
64500
1
<0.1%
66500
1
<0.1%
LARGEST VALUES
625000
1
<0.1%
611657
1
<0.1%
582933
1
<0.1%
556581
1
<0.1%
555000
1
<0.1%
538000
1
<0.1%
501837
1
<0.1%
485000
1
<0.1%
475000
1
<0.1%
466500
1
<0.1%
465000
1
<0.1%
451950
1
<0.1%
446261
1
<0.1%
440000
1
<0.1%
438780
1
<0.1%